VanTineEtAl_Harmonizer.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "da285288-4162-4c42-b555-822a3a6ba945",
   "metadata": {},
   "source": [
    "# Notebook to harmonize data from sarcoma and Hoshino cohorts prior to figure 3.\n",
    "* the manuscript uses R version 4.2.1 (2022-06-23)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "246c4c34-b4e9-4a28-b0fb-a098fd045141",
   "metadata": {},
   "outputs": [],
   "source": [
    "# set working directory, as appropriate\n",
    "# place these 2 files from the GitHub page there: dfHarmonizer.tsv, dfMerged_description.csv\n",
    "\n",
    "setwd(\"/Users/jasonheld/Python/HarmonizR\")\n",
    "#getwd()\n",
    "#.libPaths()"
   ]
  },
  {
   "cell_type": "raw",
   "id": "cb5bdece-a5d8-4dc7-95b0-afd84904d76c",
   "metadata": {},
   "source": [
    "# confusion matrix\n",
    "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n",
    "from functools import reduce\n",
    "\n",
    "df = dfPromsOutFull\n",
    "\n",
    "for row in range(len(df.index)):\n",
    "    labels = set(df['test_label'][row])\n",
    "    actual = df['test_label'][row]\n",
    "    predictions = df['test_pred_label'][row]\n",
    "    cm = confusion_matrix(actual, predictions)\n",
    "    disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n",
    "    disp.plot()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "64ee52ce-4895-449c-92f2-5aa2ad52cc3e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: mgcv\n",
      "\n",
      "Loading required package: nlme\n",
      "\n",
      "This is mgcv 1.8-42. For overview type 'help(\"mgcv-package\")'.\n",
      "\n",
      "Loading required package: genefilter\n",
      "\n",
      "Warning message:\n",
      "“package ‘genefilter’ was built under R version 4.2.2”\n",
      "Loading required package: BiocParallel\n",
      "\n",
      "Warning message:\n",
      "“package ‘BiocParallel’ was built under R version 4.2.2”\n"
     ]
    }
   ],
   "source": [
    "library(HarmonizR) # devtools::install(\"HarmonizR\")\n",
    "library(sva)\n",
    "library(genefilter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5a2fa61d-d909-4835-843f-0494ccc55f9a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"Reading the files...\"\n",
      "[1] \"Preparing...\"\n",
      "[1] \"Splitting the data using ComBat adjustment...\"\n",
      "[1] \"Rebuilding...\"\n",
      "[1] \"Termination.\"\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<caption>A data.frame: 1985 × 177</caption>\n",
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       "\t<tr><th scope=row>O14818</th><td>-0.04385160</td><td>-0.653287392</td><td>-0.76557106</td><td>-0.05981986</td><td> 0.15150881</td><td>-1.34557494</td><td>-0.65177245</td><td>-0.06130009</td><td>-0.655883529</td><td>-0.762077043</td><td>⋯</td><td>-0.63927036</td><td>-0.40883976</td><td>          NaN</td><td>         NaN</td><td>         NaN</td><td>       NaN</td><td>         NaN</td><td>-0.83990665</td><td>-1.08726804</td><td>         NaN</td></tr>\n",
       "\t<tr><th scope=row>O15143</th><td> 0.42844527</td><td>-0.078000045</td><td>-0.09789338</td><td> 0.27022332</td><td> 0.71181996</td><td> 0.14390242</td><td>-0.06467998</td><td> 0.31182717</td><td>-0.047621377</td><td>-0.132101730</td><td>⋯</td><td>        NaN</td><td>        NaN</td><td>          NaN</td><td>         NaN</td><td>         NaN</td><td>       NaN</td><td>-0.090745245</td><td>-1.20936688</td><td>        NaN</td><td>         NaN</td></tr>\n",
       "\t<tr><th scope=row>O15144</th><td> 0.19470420</td><td>-0.214609043</td><td>-0.39299326</td><td> 0.02954404</td><td> 0.26729662</td><td>-0.07927066</td><td>-0.38326424</td><td> 0.13074358</td><td>-0.265026399</td><td>-0.333425473</td><td>⋯</td><td>        NaN</td><td>        NaN</td><td>          NaN</td><td>         NaN</td><td>         NaN</td><td>       NaN</td><td> 0.108238427</td><td>        NaN</td><td>        NaN</td><td>         NaN</td></tr>\n",
       "\t<tr><th scope=row>⋮</th><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋱</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><th scope=row>Q9Y371</th><td>-0.56996226</td><td>-0.57604755</td><td>-0.3389993</td><td>-0.58514595</td><td>-0.70401065</td><td>-0.616572067</td><td>-1.40789973</td><td>-0.66373277</td><td>-2.22945282</td><td>-1.02437079</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y394</th><td> 0.22629954</td><td> 0.22817208</td><td> 0.3426714</td><td> 0.05695320</td><td> 0.02738025</td><td>-0.117053438</td><td>-0.08983881</td><td> 0.34086259</td><td> 0.26047570</td><td> 0.04533414</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y3A3</th><td> 0.49188310</td><td> 0.33037178</td><td> 0.4734387</td><td> 0.60530969</td><td>-0.41196750</td><td> 0.397937574</td><td>-1.43449437</td><td> 0.58720374</td><td>-0.93371978</td><td>-0.70680882</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y3A6</th><td>-1.02682096</td><td>-0.08330348</td><td>-0.1326417</td><td>-0.51332185</td><td>-0.90173477</td><td>         NaN</td><td>-0.67053062</td><td>-0.61198963</td><td>-0.77560650</td><td>-0.37510688</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y3B3</th><td> 0.68537049</td><td> 0.62677099</td><td> 0.2997844</td><td> 0.59882464</td><td> 0.90006043</td><td>-0.002278786</td><td>-0.12105414</td><td> 0.69245312</td><td> 0.47409059</td><td> 0.49058723</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y3E0</th><td>-0.15234030</td><td>-0.62890760</td><td>-0.2647793</td><td>-0.22184310</td><td>-0.36806248</td><td>-0.856310904</td><td>-0.90821050</td><td>-0.34408903</td><td>-0.32812606</td><td>-1.05019947</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y3F4</th><td> 0.31276149</td><td> 0.05856274</td><td>-0.4191776</td><td> 0.29093633</td><td> 0.22894221</td><td> 0.278648033</td><td>-0.66665764</td><td> 0.14450410</td><td>-0.38839342</td><td>-0.23786577</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y3I0</th><td>-0.46500385</td><td>-0.34206019</td><td>-0.5088111</td><td>-0.55232967</td><td>-0.21949590</td><td>-0.408418969</td><td>-2.02981500</td><td>-0.47532402</td><td>-1.80488345</td><td>-0.97521952</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y3P9</th><td>-0.76382184</td><td>-0.71238548</td><td>-1.5901006</td><td>-0.48019713</td><td>-0.10220987</td><td>-2.252004918</td><td>-1.45812137</td><td>-0.65954025</td><td>-1.42546671</td><td>-0.90384823</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y3Q8</th><td>-0.79338130</td><td>        NaN</td><td>-2.3368424</td><td>-1.12242743</td><td>-0.65658215</td><td>-0.865534721</td><td>        NaN</td><td>-0.41720506</td><td>        NaN</td><td>        NaN</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y4D1</th><td> 0.12525308</td><td> 0.12866560</td><td> 0.2840309</td><td>-0.02039429</td><td> 0.07172785</td><td> 0.229091974</td><td> 0.01471735</td><td>-0.09988682</td><td>-0.09610691</td><td> 0.09765541</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y4H4</th><td>-0.38699569</td><td>-0.07350822</td><td> 0.1341064</td><td>-1.02345955</td><td>-0.86902639</td><td>-0.909761441</td><td>        NaN</td><td>-0.15526642</td><td>        NaN</td><td>-0.77545366</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y4I1</th><td>-0.56815762</td><td>-0.44611423</td><td>-0.4375444</td><td>-0.69024770</td><td>-0.42929808</td><td> 0.325091965</td><td>        NaN</td><td>-0.80876901</td><td>-1.63793150</td><td>-0.82282925</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y4L1</th><td> 0.84677961</td><td> 0.54319469</td><td> 0.4199988</td><td> 0.79181838</td><td> 1.21643161</td><td> 0.440423144</td><td> 0.20836057</td><td> 0.67221809</td><td> 0.27024550</td><td> 0.15872779</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y512</th><td>-0.28665007</td><td>-0.33738082</td><td>-0.1741660</td><td>-0.46490041</td><td>-0.18036261</td><td>-2.381322266</td><td>-2.10769003</td><td>-0.21524447</td><td>-0.51155364</td><td>-0.54539198</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y5K6</th><td> 0.13661421</td><td>-0.23290218</td><td>-0.4328049</td><td>-0.18185105</td><td> 0.17419470</td><td>-0.095902431</td><td>-1.44765737</td><td>-0.22561097</td><td>-0.44548247</td><td>-0.35121772</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y5M8</th><td>-1.29267594</td><td>-0.55831363</td><td>-0.3206741</td><td>-0.87255530</td><td>-0.73532739</td><td>         NaN</td><td>-1.32894391</td><td>-0.89913704</td><td>        NaN</td><td>-0.59050913</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y5S1</th><td>        NaN</td><td>-1.07085515</td><td>-0.8048289</td><td>-0.61561185</td><td>-1.81183143</td><td>-0.716241380</td><td>-0.05560331</td><td>        NaN</td><td>-0.39344052</td><td> 0.11500720</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y5S2</th><td>-0.07470534</td><td>-0.14574594</td><td>-0.1395460</td><td>-0.23362607</td><td>-0.27327148</td><td>-0.765562337</td><td>-0.71000637</td><td>-0.19615480</td><td>-0.31690078</td><td>-0.09320601</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y5U9</th><td> 0.10611231</td><td>-0.15780160</td><td>-0.1469831</td><td> 0.01221197</td><td> 0.12562897</td><td>-0.266212025</td><td>-0.34297520</td><td> 0.13815499</td><td>-0.01707168</td><td>-0.06526738</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y5X1</th><td>-0.54112363</td><td>-0.68076650</td><td>-1.2790087</td><td>-0.26765456</td><td>-0.42271765</td><td>-1.043948475</td><td>-1.09824555</td><td>-0.70997143</td><td>-1.04532289</td><td>-1.20635655</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y5X3</th><td>-0.83039710</td><td>-0.51729773</td><td>-0.6633608</td><td>-0.24770230</td><td>-0.79927370</td><td> 0.171371019</td><td>-0.59870917</td><td>-0.40750869</td><td>-0.07563812</td><td>-0.59508778</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y5Y2</th><td>-1.27789318</td><td>        NaN</td><td>-1.8241609</td><td>-1.90823061</td><td>-0.61162412</td><td>         NaN</td><td>        NaN</td><td>-1.43768792</td><td>        NaN</td><td>        NaN</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y613</th><td> 0.80131756</td><td> 0.62278809</td><td> 0.4204752</td><td> 0.76173488</td><td> 0.92183193</td><td> 0.583895492</td><td> 0.28077638</td><td> 0.75878178</td><td> 0.48723180</td><td> 0.47406924</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y678</th><td> 0.45780681</td><td> 0.05692410</td><td>-0.1339708</td><td> 0.50104494</td><td> 0.63597500</td><td> 0.297118262</td><td>-0.38411953</td><td> 0.49191564</td><td>-0.13808701</td><td>-0.12165639</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y6B6</th><td>-1.33730514</td><td>        NaN</td><td>       NaN</td><td>-1.74393456</td><td>-0.66330962</td><td>         NaN</td><td>        NaN</td><td>-1.65457715</td><td>        NaN</td><td>        NaN</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y6M1</th><td>-1.04001094</td><td>-1.17442584</td><td>       NaN</td><td>-1.46531902</td><td>-1.03296457</td><td>         NaN</td><td>        NaN</td><td>-1.49034588</td><td>        NaN</td><td>        NaN</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y6M9</th><td>-0.35410571</td><td> 0.28315903</td><td> 0.2553203</td><td>-0.28556565</td><td>-0.90320637</td><td>-0.685642777</td><td> 0.40894139</td><td>-0.15838315</td><td> 0.22377208</td><td> 0.01953476</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y6W5</th><td>-0.29383311</td><td>-0.41506879</td><td>-0.4377946</td><td>-0.29051428</td><td> 0.04537513</td><td>-1.971553529</td><td>-0.69362026</td><td>-0.38396114</td><td>-0.60291430</td><td> 0.12812202</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y6Y8</th><td>-0.81509067</td><td>        NaN</td><td>-1.1379246</td><td>-1.29381130</td><td>-1.08518795</td><td>-2.918815230</td><td>        NaN</td><td>-1.49231463</td><td>-1.52719329</td><td>-1.20060916</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 1985 × 177\n",
       "\\begin{tabular}{r|lllllllllllllllllllll}\n",
       "  & BIE.S.Pre & BIH.S.Pre & BIP.S.Pre & BJE.R.Pre & BJK.R.Pre & BJW.S.Pre & BKU.R.Pre & BLZ.R.Pre & BMD.S.Pre & BMS.S.Pre & ⋯ & MS194879LUM\\_goncalo\\_lyden\\_127\\_Plasma\\_a & MS194879LUM\\_goncalo\\_lyden\\_128\\_Plasma\\_a & MS194879LUM\\_goncalo\\_lyden\\_130\\_Plasma\\_a & MS194879LUM\\_goncalo\\_lyden\\_131\\_Plasma\\_a & MS194879LUM\\_goncalo\\_lyden\\_135\\_Plasma\\_a & MS194879LUM\\_goncalo\\_lyden\\_137\\_Plasma\\_a & MS194879LUM\\_goncalo\\_lyden\\_141\\_Plasma\\_a & MS194879LUM\\_goncalo\\_lyden\\_142\\_Plasma\\_a & NS172995QEp\\_Ayuko\\_Lyden\\_CTRL63\\_plasma & NS172995QEp\\_Ayuko\\_Lyden\\_CTRL64\\_plasma\\\\\n",
       "  & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & ⋯ & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
       "\\hline\n",
       "\tA0A075B6H7 &         NaN &          NaN &         NaN &         NaN &         NaN &  0.99917412 &         NaN &         NaN &          NaN &          NaN & ⋯ &  0.66921895 &  0.74430161 &  0.7713249238 & -1.314656997 &          NaN &        NaN &  0.704960971 &  0.94882715 &  0.24308116 &  0.601090339\\\\\n",
       "\tA0A075B6K4 & -1.03296940 & -0.269835735 &  0.43719494 &  0.28351385 & -2.12158462 &  0.56015443 &  0.14221203 & -0.65796596 & -0.007610794 &  0.450674252 & ⋯ &  0.78936345 &  0.70356015 &  0.6334442362 &  0.344533926 &  0.145739972 &  0.4484975 &  0.477062749 &  0.93408117 &  0.80109638 &  0.038539410\\\\\n",
       "\tA0A075B6K5 & -0.69962264 &          NaN &  0.23780140 & -0.23049889 &         NaN &  0.07069323 &  0.45260116 & -0.29489529 &  0.340674723 & -0.098994358 & ⋯ &  0.32005760 &  0.23968322 &  0.3681125829 &  0.338540073 & -0.178119785 &  0.4411309 &  0.756089852 & -0.03029369 &         NaN & -0.901555902\\\\\n",
       "\tA0A075B6S5 &         NaN &          NaN &         NaN & -0.72175586 &         NaN &         NaN & -0.31023370 &         NaN & -0.506351246 &  0.527662294 & ⋯ & -0.24410722 &  0.04012888 & -0.1233828457 &  0.136631959 & -0.123635736 & -0.5772297 &  0.100775765 &  0.06116606 & -0.70748551 & -0.725270922\\\\\n",
       "\tA0A0A0MS15 & -0.75721939 & -1.026710877 &  0.33059032 &  0.39039600 &         NaN & -0.16274661 &  0.37290530 &  0.59536602 &  0.928908883 & -0.229737943 & ⋯ &  0.74465245 &  1.18819525 &  0.9137313322 &  1.086177099 &  0.383396746 &  0.6857646 &  1.267647603 &  1.35505776 &  0.07654108 & -0.759493963\\\\\n",
       "\tA0A0B4J1U3 & -1.07619462 &          NaN &         NaN & -0.72054305 & -1.39267574 & -0.51402202 & -0.78628757 & -1.89839149 & -0.915328606 &          NaN & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN & -1.191426560 &         NaN &         NaN &          NaN\\\\\n",
       "\tA0A0B4J1V0 &         NaN &  0.904819216 &  0.75711337 &         NaN &         NaN &         NaN &  0.40718827 &         NaN &  0.497517218 &  0.974502195 & ⋯ &  0.65291242 &  1.08376402 &  0.7876619488 &  0.948757492 &  0.274593160 &  0.5545969 &  1.126627574 &  1.23958170 &  0.76260493 & -0.191098817\\\\\n",
       "\tA0A0B4J1V6 &         NaN &          NaN &         NaN &         NaN &         NaN &         NaN &         NaN &         NaN &          NaN &  0.351257498 & ⋯ &  0.64989809 &  1.06787174 &  0.7806200161 &  0.936900492 &  0.292684198 &  0.5545212 &  1.099196569 &  1.21903211 &  0.69131706 & -0.994906019\\\\\n",
       "\tA0A0C4DH31 &         NaN & -0.959845772 & -0.32623469 & -1.37931216 &  0.16871329 & -0.18985780 & -0.80308105 &         NaN & -1.752361771 & -0.712393631 & ⋯ &         NaN &  0.31319790 &           NaN &  0.128154745 & -0.230122500 & -0.2336968 & -0.007521818 &  0.69402989 & -0.29173047 &  0.003667616\\\\\n",
       "\tA0A0C4DH33 & -1.35114709 & -0.502897745 & -1.07932958 & -1.44888218 & -2.15188324 & -0.48460659 & -0.43521075 & -1.53557816 &  0.469085064 & -0.881322089 & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN &          NaN &         NaN &         NaN &          NaN\\\\\n",
       "\tA0A0C4DH35 & -0.13183173 & -0.364845877 & -0.15699150 & -0.08773658 & -0.98655948 &  0.65716932 & -0.03431629 &  0.19797918 &  0.763388879 &  0.153652830 & ⋯ &  0.16161138 &  0.19142999 &  0.1401826771 &  0.009153029 &  0.040291371 & -0.2647809 &  0.452436810 &  0.28525432 &         NaN &  0.571416339\\\\\n",
       "\tA0A0C4DH38 &  0.56121441 &  0.194630815 &  0.45720481 &  0.32825752 &  0.04974910 &  1.00849310 &  0.16126588 &  0.10586037 &  1.257110139 &  0.461451858 & ⋯ &  0.65454350 &  0.72736314 &  0.2458280543 &  0.365153890 &  0.359857598 &  0.2457340 &  0.613302424 &  1.05568110 &  0.78623179 &  0.506961213\\\\\n",
       "\tA0A0C4DH67 & -0.19096911 & -0.994542172 &  0.21214028 & -0.31049809 & -0.01869532 &  0.08891520 & -0.82877269 & -0.53879156 & -0.139889107 &  1.192575621 & ⋯ &  0.04405595 &  0.16938161 & -0.0007523882 &  0.269793096 & -0.001015521 & -0.4729802 &  0.232484715 &  0.12137288 &         NaN & -0.674416991\\\\\n",
       "\tA0A0C4DH68 & -1.07899809 &          NaN & -0.29010095 & -0.83077692 & -0.49651235 &  0.15304357 & -0.48038636 & -0.88169833 & -0.042026622 &  1.116659572 & ⋯ &  0.69873565 &  0.66114081 &  0.3265429062 & -0.122121504 &  0.123662708 & -0.3774637 &  0.297411720 &  0.62200839 &  0.39720963 &  0.027257001\\\\\n",
       "\tA0A0J9YX35 &         NaN & -0.959146302 & -0.25806625 &  1.42575884 & -0.65310672 &  0.68478090 & -0.22946439 & -0.18422893 &  1.124519363 &  1.190429318 & ⋯ &  0.64570641 &  1.02322848 &  0.7575242414 &  0.944856762 & -0.666548596 &  0.6006923 &  1.116537715 &  1.18052773 & -1.17963352 &          NaN\\\\\n",
       "\tA6NHL2 &  0.02649859 &  0.057043112 &  0.21350820 & -0.13896508 & -0.62012891 & -0.72885543 & -0.56311823 & -0.13568580 & -0.246481364 & -0.009567851 & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN &  0.138380329 &         NaN &         NaN &          NaN\\\\\n",
       "\tB9A064 &  1.51453535 &  1.686631138 &  1.83435773 &  1.68481598 &  0.75444190 &  1.85364144 &  1.78427042 &  1.63070709 &  1.796659846 &  1.769940451 & ⋯ &  1.67690340 &  1.94131846 &  1.6187117664 &  1.716897705 &  1.512665112 &  1.2906746 &  2.124392961 &  1.96489582 &  1.72146647 &  1.722338652\\\\\n",
       "\tO00151 &  0.25592338 & -0.173673613 & -0.27161465 &  0.19015478 &  0.30155468 &  0.05534137 & -0.31214375 &  0.19836810 & -0.217650405 & -0.703508974 & ⋯ &         NaN &         NaN & -1.0260574596 &          NaN &          NaN &        NaN &  0.465427375 &         NaN &         NaN &          NaN\\\\\n",
       "\tO00161 &  0.28559116 & -0.006270481 &  0.13637670 &  0.11244651 &  0.22823263 &  0.12707064 & -0.11530853 &  0.30331910 & -0.212240477 &  0.249362160 & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN & -0.216305147 &         NaN &         NaN &          NaN\\\\\n",
       "\tO00187 & -0.59478289 & -0.001549682 & -0.02763819 &  0.50990584 & -0.74979050 &  0.18214613 &  0.21806310 & -0.54564894 &  0.234332356 &  0.378374053 & ⋯ &  0.87198051 &         NaN & -0.1814323380 &          NaN &  0.137845823 &  0.1139436 &          NaN &         NaN & -0.03531354 &  0.385961894\\\\\n",
       "\tO00194 &  0.56844092 &  0.344928190 &  0.41105404 &  0.44577706 &  0.64819550 &  0.13606723 &  0.16622745 &  0.55101419 &  0.279281416 &  0.307585426 & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN &  0.076851796 &         NaN &         NaN &          NaN\\\\\n",
       "\tO00299 &  0.12917706 & -0.207345872 & -0.13021263 &  0.16872128 &  0.34086586 &  0.35161050 & -0.43937298 &  0.09236066 & -0.239975855 &  0.105848862 & ⋯ &         NaN & -0.42363481 & -0.0517886860 &          NaN & -0.502261284 &        NaN &  0.235894045 &         NaN &         NaN &          NaN\\\\\n",
       "\tO00391 & -0.56950966 & -1.086743637 & -1.03463854 & -1.35225162 & -1.55788829 & -0.94712546 & -0.83441632 & -1.39024887 & -0.900045796 & -1.049495642 & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN &          NaN &         NaN &         NaN &          NaN\\\\\n",
       "\tO00429 & -1.07824947 & -1.380975702 & -1.65994480 & -1.23756341 & -0.71414569 & -1.10528891 & -1.62683593 & -1.08046616 & -1.491012263 & -1.443397898 & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN &          NaN &         NaN &         NaN &          NaN\\\\\n",
       "\tO00560 & -1.97760524 &          NaN &         NaN &         NaN & -1.13663348 &         NaN &         NaN &         NaN &          NaN &          NaN & ⋯ & -1.02169369 & -0.57893503 & -0.7446300399 & -0.900398968 & -0.828520783 & -0.4862441 & -0.867915691 & -0.92122087 & -1.51785083 & -1.030248333\\\\\n",
       "\tO14672 & -0.13251056 & -0.039808257 &  0.08177305 & -0.36690648 & -0.48279636 & -0.63370594 & -0.29876343 & -0.19197559 & -0.339894973 & -0.036942388 & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN & -0.623075208 & -0.37776438 &         NaN &          NaN\\\\\n",
       "\tO14791 &  0.08356191 & -0.043107234 &  0.23472751 &  0.29416231 & -0.49678872 &  0.70370776 &  0.78637689 & -0.01955149 &  0.782266256 &  0.563188118 & ⋯ &  0.65903450 &  0.84311238 &  0.4547859496 &  0.453573566 &  0.679731863 &  0.1784807 &  0.970957331 &  1.24531415 &  0.08650124 &  0.445313451\\\\\n",
       "\tO14818 & -0.04385160 & -0.653287392 & -0.76557106 & -0.05981986 &  0.15150881 & -1.34557494 & -0.65177245 & -0.06130009 & -0.655883529 & -0.762077043 & ⋯ & -0.63927036 & -0.40883976 &           NaN &          NaN &          NaN &        NaN &          NaN & -0.83990665 & -1.08726804 &          NaN\\\\\n",
       "\tO15143 &  0.42844527 & -0.078000045 & -0.09789338 &  0.27022332 &  0.71181996 &  0.14390242 & -0.06467998 &  0.31182717 & -0.047621377 & -0.132101730 & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN & -0.090745245 & -1.20936688 &         NaN &          NaN\\\\\n",
       "\tO15144 &  0.19470420 & -0.214609043 & -0.39299326 &  0.02954404 &  0.26729662 & -0.07927066 & -0.38326424 &  0.13074358 & -0.265026399 & -0.333425473 & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN &  0.108238427 &         NaN &         NaN &          NaN\\\\\n",
       "\t⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋱ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\tQ9Y371 & -0.56996226 & -0.57604755 & -0.3389993 & -0.58514595 & -0.70401065 & -0.616572067 & -1.40789973 & -0.66373277 & -2.22945282 & -1.02437079 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y394 &  0.22629954 &  0.22817208 &  0.3426714 &  0.05695320 &  0.02738025 & -0.117053438 & -0.08983881 &  0.34086259 &  0.26047570 &  0.04533414 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y3A3 &  0.49188310 &  0.33037178 &  0.4734387 &  0.60530969 & -0.41196750 &  0.397937574 & -1.43449437 &  0.58720374 & -0.93371978 & -0.70680882 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y3A6 & -1.02682096 & -0.08330348 & -0.1326417 & -0.51332185 & -0.90173477 &          NaN & -0.67053062 & -0.61198963 & -0.77560650 & -0.37510688 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y3B3 &  0.68537049 &  0.62677099 &  0.2997844 &  0.59882464 &  0.90006043 & -0.002278786 & -0.12105414 &  0.69245312 &  0.47409059 &  0.49058723 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y3E0 & -0.15234030 & -0.62890760 & -0.2647793 & -0.22184310 & -0.36806248 & -0.856310904 & -0.90821050 & -0.34408903 & -0.32812606 & -1.05019947 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y3F4 &  0.31276149 &  0.05856274 & -0.4191776 &  0.29093633 &  0.22894221 &  0.278648033 & -0.66665764 &  0.14450410 & -0.38839342 & -0.23786577 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y3I0 & -0.46500385 & -0.34206019 & -0.5088111 & -0.55232967 & -0.21949590 & -0.408418969 & -2.02981500 & -0.47532402 & -1.80488345 & -0.97521952 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y3P9 & -0.76382184 & -0.71238548 & -1.5901006 & -0.48019713 & -0.10220987 & -2.252004918 & -1.45812137 & -0.65954025 & -1.42546671 & -0.90384823 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y3Q8 & -0.79338130 &         NaN & -2.3368424 & -1.12242743 & -0.65658215 & -0.865534721 &         NaN & -0.41720506 &         NaN &         NaN & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y4D1 &  0.12525308 &  0.12866560 &  0.2840309 & -0.02039429 &  0.07172785 &  0.229091974 &  0.01471735 & -0.09988682 & -0.09610691 &  0.09765541 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y4H4 & -0.38699569 & -0.07350822 &  0.1341064 & -1.02345955 & -0.86902639 & -0.909761441 &         NaN & -0.15526642 &         NaN & -0.77545366 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y4I1 & -0.56815762 & -0.44611423 & -0.4375444 & -0.69024770 & -0.42929808 &  0.325091965 &         NaN & -0.80876901 & -1.63793150 & -0.82282925 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y4L1 &  0.84677961 &  0.54319469 &  0.4199988 &  0.79181838 &  1.21643161 &  0.440423144 &  0.20836057 &  0.67221809 &  0.27024550 &  0.15872779 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y512 & -0.28665007 & -0.33738082 & -0.1741660 & -0.46490041 & -0.18036261 & -2.381322266 & -2.10769003 & -0.21524447 & -0.51155364 & -0.54539198 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y5K6 &  0.13661421 & -0.23290218 & -0.4328049 & -0.18185105 &  0.17419470 & -0.095902431 & -1.44765737 & -0.22561097 & -0.44548247 & -0.35121772 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y5M8 & -1.29267594 & -0.55831363 & -0.3206741 & -0.87255530 & -0.73532739 &          NaN & -1.32894391 & -0.89913704 &         NaN & -0.59050913 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y5S1 &         NaN & -1.07085515 & -0.8048289 & -0.61561185 & -1.81183143 & -0.716241380 & -0.05560331 &         NaN & -0.39344052 &  0.11500720 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y5S2 & -0.07470534 & -0.14574594 & -0.1395460 & -0.23362607 & -0.27327148 & -0.765562337 & -0.71000637 & -0.19615480 & -0.31690078 & -0.09320601 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y5U9 &  0.10611231 & -0.15780160 & -0.1469831 &  0.01221197 &  0.12562897 & -0.266212025 & -0.34297520 &  0.13815499 & -0.01707168 & -0.06526738 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y5X1 & -0.54112363 & -0.68076650 & -1.2790087 & -0.26765456 & -0.42271765 & -1.043948475 & -1.09824555 & -0.70997143 & -1.04532289 & -1.20635655 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y5X3 & -0.83039710 & -0.51729773 & -0.6633608 & -0.24770230 & -0.79927370 &  0.171371019 & -0.59870917 & -0.40750869 & -0.07563812 & -0.59508778 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y5Y2 & -1.27789318 &         NaN & -1.8241609 & -1.90823061 & -0.61162412 &          NaN &         NaN & -1.43768792 &         NaN &         NaN & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y613 &  0.80131756 &  0.62278809 &  0.4204752 &  0.76173488 &  0.92183193 &  0.583895492 &  0.28077638 &  0.75878178 &  0.48723180 &  0.47406924 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y678 &  0.45780681 &  0.05692410 & -0.1339708 &  0.50104494 &  0.63597500 &  0.297118262 & -0.38411953 &  0.49191564 & -0.13808701 & -0.12165639 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y6B6 & -1.33730514 &         NaN &        NaN & -1.74393456 & -0.66330962 &          NaN &         NaN & -1.65457715 &         NaN &         NaN & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y6M1 & -1.04001094 & -1.17442584 &        NaN & -1.46531902 & -1.03296457 &          NaN &         NaN & -1.49034588 &         NaN &         NaN & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y6M9 & -0.35410571 &  0.28315903 &  0.2553203 & -0.28556565 & -0.90320637 & -0.685642777 &  0.40894139 & -0.15838315 &  0.22377208 &  0.01953476 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y6W5 & -0.29383311 & -0.41506879 & -0.4377946 & -0.29051428 &  0.04537513 & -1.971553529 & -0.69362026 & -0.38396114 & -0.60291430 &  0.12812202 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y6Y8 & -0.81509067 &         NaN & -1.1379246 & -1.29381130 & -1.08518795 & -2.918815230 &         NaN & -1.49231463 & -1.52719329 & -1.20060916 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 1985 × 177\n",
       "\n",
       "| <!--/--> | BIE.S.Pre &lt;dbl&gt; | BIH.S.Pre &lt;dbl&gt; | BIP.S.Pre &lt;dbl&gt; | BJE.R.Pre &lt;dbl&gt; | BJK.R.Pre &lt;dbl&gt; | BJW.S.Pre &lt;dbl&gt; | BKU.R.Pre &lt;dbl&gt; | BLZ.R.Pre &lt;dbl&gt; | BMD.S.Pre &lt;dbl&gt; | BMS.S.Pre &lt;dbl&gt; | ⋯ ⋯ | MS194879LUM_goncalo_lyden_127_Plasma_a &lt;dbl&gt; | MS194879LUM_goncalo_lyden_128_Plasma_a &lt;dbl&gt; | MS194879LUM_goncalo_lyden_130_Plasma_a &lt;dbl&gt; | MS194879LUM_goncalo_lyden_131_Plasma_a &lt;dbl&gt; | MS194879LUM_goncalo_lyden_135_Plasma_a &lt;dbl&gt; | MS194879LUM_goncalo_lyden_137_Plasma_a &lt;dbl&gt; | MS194879LUM_goncalo_lyden_141_Plasma_a &lt;dbl&gt; | MS194879LUM_goncalo_lyden_142_Plasma_a &lt;dbl&gt; | NS172995QEp_Ayuko_Lyden_CTRL63_plasma &lt;dbl&gt; | NS172995QEp_Ayuko_Lyden_CTRL64_plasma &lt;dbl&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| A0A075B6H7 |         NaN |          NaN |         NaN |         NaN |         NaN |  0.99917412 |         NaN |         NaN |          NaN |          NaN | ⋯ |  0.66921895 |  0.74430161 |  0.7713249238 | -1.314656997 |          NaN |        NaN |  0.704960971 |  0.94882715 |  0.24308116 |  0.601090339 |\n",
       "| A0A075B6K4 | -1.03296940 | -0.269835735 |  0.43719494 |  0.28351385 | -2.12158462 |  0.56015443 |  0.14221203 | -0.65796596 | -0.007610794 |  0.450674252 | ⋯ |  0.78936345 |  0.70356015 |  0.6334442362 |  0.344533926 |  0.145739972 |  0.4484975 |  0.477062749 |  0.93408117 |  0.80109638 |  0.038539410 |\n",
       "| A0A075B6K5 | -0.69962264 |          NaN |  0.23780140 | -0.23049889 |         NaN |  0.07069323 |  0.45260116 | -0.29489529 |  0.340674723 | -0.098994358 | ⋯ |  0.32005760 |  0.23968322 |  0.3681125829 |  0.338540073 | -0.178119785 |  0.4411309 |  0.756089852 | -0.03029369 |         NaN | -0.901555902 |\n",
       "| A0A075B6S5 |         NaN |          NaN |         NaN | -0.72175586 |         NaN |         NaN | -0.31023370 |         NaN | -0.506351246 |  0.527662294 | ⋯ | -0.24410722 |  0.04012888 | -0.1233828457 |  0.136631959 | -0.123635736 | -0.5772297 |  0.100775765 |  0.06116606 | -0.70748551 | -0.725270922 |\n",
       "| A0A0A0MS15 | -0.75721939 | -1.026710877 |  0.33059032 |  0.39039600 |         NaN | -0.16274661 |  0.37290530 |  0.59536602 |  0.928908883 | -0.229737943 | ⋯ |  0.74465245 |  1.18819525 |  0.9137313322 |  1.086177099 |  0.383396746 |  0.6857646 |  1.267647603 |  1.35505776 |  0.07654108 | -0.759493963 |\n",
       "| A0A0B4J1U3 | -1.07619462 |          NaN |         NaN | -0.72054305 | -1.39267574 | -0.51402202 | -0.78628757 | -1.89839149 | -0.915328606 |          NaN | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN | -1.191426560 |         NaN |         NaN |          NaN |\n",
       "| A0A0B4J1V0 |         NaN |  0.904819216 |  0.75711337 |         NaN |         NaN |         NaN |  0.40718827 |         NaN |  0.497517218 |  0.974502195 | ⋯ |  0.65291242 |  1.08376402 |  0.7876619488 |  0.948757492 |  0.274593160 |  0.5545969 |  1.126627574 |  1.23958170 |  0.76260493 | -0.191098817 |\n",
       "| A0A0B4J1V6 |         NaN |          NaN |         NaN |         NaN |         NaN |         NaN |         NaN |         NaN |          NaN |  0.351257498 | ⋯ |  0.64989809 |  1.06787174 |  0.7806200161 |  0.936900492 |  0.292684198 |  0.5545212 |  1.099196569 |  1.21903211 |  0.69131706 | -0.994906019 |\n",
       "| A0A0C4DH31 |         NaN | -0.959845772 | -0.32623469 | -1.37931216 |  0.16871329 | -0.18985780 | -0.80308105 |         NaN | -1.752361771 | -0.712393631 | ⋯ |         NaN |  0.31319790 |           NaN |  0.128154745 | -0.230122500 | -0.2336968 | -0.007521818 |  0.69402989 | -0.29173047 |  0.003667616 |\n",
       "| A0A0C4DH33 | -1.35114709 | -0.502897745 | -1.07932958 | -1.44888218 | -2.15188324 | -0.48460659 | -0.43521075 | -1.53557816 |  0.469085064 | -0.881322089 | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN |          NaN |         NaN |         NaN |          NaN |\n",
       "| A0A0C4DH35 | -0.13183173 | -0.364845877 | -0.15699150 | -0.08773658 | -0.98655948 |  0.65716932 | -0.03431629 |  0.19797918 |  0.763388879 |  0.153652830 | ⋯ |  0.16161138 |  0.19142999 |  0.1401826771 |  0.009153029 |  0.040291371 | -0.2647809 |  0.452436810 |  0.28525432 |         NaN |  0.571416339 |\n",
       "| A0A0C4DH38 |  0.56121441 |  0.194630815 |  0.45720481 |  0.32825752 |  0.04974910 |  1.00849310 |  0.16126588 |  0.10586037 |  1.257110139 |  0.461451858 | ⋯ |  0.65454350 |  0.72736314 |  0.2458280543 |  0.365153890 |  0.359857598 |  0.2457340 |  0.613302424 |  1.05568110 |  0.78623179 |  0.506961213 |\n",
       "| A0A0C4DH67 | -0.19096911 | -0.994542172 |  0.21214028 | -0.31049809 | -0.01869532 |  0.08891520 | -0.82877269 | -0.53879156 | -0.139889107 |  1.192575621 | ⋯ |  0.04405595 |  0.16938161 | -0.0007523882 |  0.269793096 | -0.001015521 | -0.4729802 |  0.232484715 |  0.12137288 |         NaN | -0.674416991 |\n",
       "| A0A0C4DH68 | -1.07899809 |          NaN | -0.29010095 | -0.83077692 | -0.49651235 |  0.15304357 | -0.48038636 | -0.88169833 | -0.042026622 |  1.116659572 | ⋯ |  0.69873565 |  0.66114081 |  0.3265429062 | -0.122121504 |  0.123662708 | -0.3774637 |  0.297411720 |  0.62200839 |  0.39720963 |  0.027257001 |\n",
       "| A0A0J9YX35 |         NaN | -0.959146302 | -0.25806625 |  1.42575884 | -0.65310672 |  0.68478090 | -0.22946439 | -0.18422893 |  1.124519363 |  1.190429318 | ⋯ |  0.64570641 |  1.02322848 |  0.7575242414 |  0.944856762 | -0.666548596 |  0.6006923 |  1.116537715 |  1.18052773 | -1.17963352 |          NaN |\n",
       "| A6NHL2 |  0.02649859 |  0.057043112 |  0.21350820 | -0.13896508 | -0.62012891 | -0.72885543 | -0.56311823 | -0.13568580 | -0.246481364 | -0.009567851 | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN |  0.138380329 |         NaN |         NaN |          NaN |\n",
       "| B9A064 |  1.51453535 |  1.686631138 |  1.83435773 |  1.68481598 |  0.75444190 |  1.85364144 |  1.78427042 |  1.63070709 |  1.796659846 |  1.769940451 | ⋯ |  1.67690340 |  1.94131846 |  1.6187117664 |  1.716897705 |  1.512665112 |  1.2906746 |  2.124392961 |  1.96489582 |  1.72146647 |  1.722338652 |\n",
       "| O00151 |  0.25592338 | -0.173673613 | -0.27161465 |  0.19015478 |  0.30155468 |  0.05534137 | -0.31214375 |  0.19836810 | -0.217650405 | -0.703508974 | ⋯ |         NaN |         NaN | -1.0260574596 |          NaN |          NaN |        NaN |  0.465427375 |         NaN |         NaN |          NaN |\n",
       "| O00161 |  0.28559116 | -0.006270481 |  0.13637670 |  0.11244651 |  0.22823263 |  0.12707064 | -0.11530853 |  0.30331910 | -0.212240477 |  0.249362160 | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN | -0.216305147 |         NaN |         NaN |          NaN |\n",
       "| O00187 | -0.59478289 | -0.001549682 | -0.02763819 |  0.50990584 | -0.74979050 |  0.18214613 |  0.21806310 | -0.54564894 |  0.234332356 |  0.378374053 | ⋯ |  0.87198051 |         NaN | -0.1814323380 |          NaN |  0.137845823 |  0.1139436 |          NaN |         NaN | -0.03531354 |  0.385961894 |\n",
       "| O00194 |  0.56844092 |  0.344928190 |  0.41105404 |  0.44577706 |  0.64819550 |  0.13606723 |  0.16622745 |  0.55101419 |  0.279281416 |  0.307585426 | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN |  0.076851796 |         NaN |         NaN |          NaN |\n",
       "| O00299 |  0.12917706 | -0.207345872 | -0.13021263 |  0.16872128 |  0.34086586 |  0.35161050 | -0.43937298 |  0.09236066 | -0.239975855 |  0.105848862 | ⋯ |         NaN | -0.42363481 | -0.0517886860 |          NaN | -0.502261284 |        NaN |  0.235894045 |         NaN |         NaN |          NaN |\n",
       "| O00391 | -0.56950966 | -1.086743637 | -1.03463854 | -1.35225162 | -1.55788829 | -0.94712546 | -0.83441632 | -1.39024887 | -0.900045796 | -1.049495642 | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN |          NaN |         NaN |         NaN |          NaN |\n",
       "| O00429 | -1.07824947 | -1.380975702 | -1.65994480 | -1.23756341 | -0.71414569 | -1.10528891 | -1.62683593 | -1.08046616 | -1.491012263 | -1.443397898 | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN |          NaN |         NaN |         NaN |          NaN |\n",
       "| O00560 | -1.97760524 |          NaN |         NaN |         NaN | -1.13663348 |         NaN |         NaN |         NaN |          NaN |          NaN | ⋯ | -1.02169369 | -0.57893503 | -0.7446300399 | -0.900398968 | -0.828520783 | -0.4862441 | -0.867915691 | -0.92122087 | -1.51785083 | -1.030248333 |\n",
       "| O14672 | -0.13251056 | -0.039808257 |  0.08177305 | -0.36690648 | -0.48279636 | -0.63370594 | -0.29876343 | -0.19197559 | -0.339894973 | -0.036942388 | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN | -0.623075208 | -0.37776438 |         NaN |          NaN |\n",
       "| O14791 |  0.08356191 | -0.043107234 |  0.23472751 |  0.29416231 | -0.49678872 |  0.70370776 |  0.78637689 | -0.01955149 |  0.782266256 |  0.563188118 | ⋯ |  0.65903450 |  0.84311238 |  0.4547859496 |  0.453573566 |  0.679731863 |  0.1784807 |  0.970957331 |  1.24531415 |  0.08650124 |  0.445313451 |\n",
       "| O14818 | -0.04385160 | -0.653287392 | -0.76557106 | -0.05981986 |  0.15150881 | -1.34557494 | -0.65177245 | -0.06130009 | -0.655883529 | -0.762077043 | ⋯ | -0.63927036 | -0.40883976 |           NaN |          NaN |          NaN |        NaN |          NaN | -0.83990665 | -1.08726804 |          NaN |\n",
       "| O15143 |  0.42844527 | -0.078000045 | -0.09789338 |  0.27022332 |  0.71181996 |  0.14390242 | -0.06467998 |  0.31182717 | -0.047621377 | -0.132101730 | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN | -0.090745245 | -1.20936688 |         NaN |          NaN |\n",
       "| O15144 |  0.19470420 | -0.214609043 | -0.39299326 |  0.02954404 |  0.26729662 | -0.07927066 | -0.38326424 |  0.13074358 | -0.265026399 | -0.333425473 | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN |  0.108238427 |         NaN |         NaN |          NaN |\n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋱ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
       "| Q9Y371 | -0.56996226 | -0.57604755 | -0.3389993 | -0.58514595 | -0.70401065 | -0.616572067 | -1.40789973 | -0.66373277 | -2.22945282 | -1.02437079 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y394 |  0.22629954 |  0.22817208 |  0.3426714 |  0.05695320 |  0.02738025 | -0.117053438 | -0.08983881 |  0.34086259 |  0.26047570 |  0.04533414 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y3A3 |  0.49188310 |  0.33037178 |  0.4734387 |  0.60530969 | -0.41196750 |  0.397937574 | -1.43449437 |  0.58720374 | -0.93371978 | -0.70680882 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y3A6 | -1.02682096 | -0.08330348 | -0.1326417 | -0.51332185 | -0.90173477 |          NaN | -0.67053062 | -0.61198963 | -0.77560650 | -0.37510688 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y3B3 |  0.68537049 |  0.62677099 |  0.2997844 |  0.59882464 |  0.90006043 | -0.002278786 | -0.12105414 |  0.69245312 |  0.47409059 |  0.49058723 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y3E0 | -0.15234030 | -0.62890760 | -0.2647793 | -0.22184310 | -0.36806248 | -0.856310904 | -0.90821050 | -0.34408903 | -0.32812606 | -1.05019947 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y3F4 |  0.31276149 |  0.05856274 | -0.4191776 |  0.29093633 |  0.22894221 |  0.278648033 | -0.66665764 |  0.14450410 | -0.38839342 | -0.23786577 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y3I0 | -0.46500385 | -0.34206019 | -0.5088111 | -0.55232967 | -0.21949590 | -0.408418969 | -2.02981500 | -0.47532402 | -1.80488345 | -0.97521952 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y3P9 | -0.76382184 | -0.71238548 | -1.5901006 | -0.48019713 | -0.10220987 | -2.252004918 | -1.45812137 | -0.65954025 | -1.42546671 | -0.90384823 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y3Q8 | -0.79338130 |         NaN | -2.3368424 | -1.12242743 | -0.65658215 | -0.865534721 |         NaN | -0.41720506 |         NaN |         NaN | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y4D1 |  0.12525308 |  0.12866560 |  0.2840309 | -0.02039429 |  0.07172785 |  0.229091974 |  0.01471735 | -0.09988682 | -0.09610691 |  0.09765541 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y4H4 | -0.38699569 | -0.07350822 |  0.1341064 | -1.02345955 | -0.86902639 | -0.909761441 |         NaN | -0.15526642 |         NaN | -0.77545366 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y4I1 | -0.56815762 | -0.44611423 | -0.4375444 | -0.69024770 | -0.42929808 |  0.325091965 |         NaN | -0.80876901 | -1.63793150 | -0.82282925 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y4L1 |  0.84677961 |  0.54319469 |  0.4199988 |  0.79181838 |  1.21643161 |  0.440423144 |  0.20836057 |  0.67221809 |  0.27024550 |  0.15872779 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y512 | -0.28665007 | -0.33738082 | -0.1741660 | -0.46490041 | -0.18036261 | -2.381322266 | -2.10769003 | -0.21524447 | -0.51155364 | -0.54539198 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y5K6 |  0.13661421 | -0.23290218 | -0.4328049 | -0.18185105 |  0.17419470 | -0.095902431 | -1.44765737 | -0.22561097 | -0.44548247 | -0.35121772 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y5M8 | -1.29267594 | -0.55831363 | -0.3206741 | -0.87255530 | -0.73532739 |          NaN | -1.32894391 | -0.89913704 |         NaN | -0.59050913 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y5S1 |         NaN | -1.07085515 | -0.8048289 | -0.61561185 | -1.81183143 | -0.716241380 | -0.05560331 |         NaN | -0.39344052 |  0.11500720 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y5S2 | -0.07470534 | -0.14574594 | -0.1395460 | -0.23362607 | -0.27327148 | -0.765562337 | -0.71000637 | -0.19615480 | -0.31690078 | -0.09320601 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y5U9 |  0.10611231 | -0.15780160 | -0.1469831 |  0.01221197 |  0.12562897 | -0.266212025 | -0.34297520 |  0.13815499 | -0.01707168 | -0.06526738 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y5X1 | -0.54112363 | -0.68076650 | -1.2790087 | -0.26765456 | -0.42271765 | -1.043948475 | -1.09824555 | -0.70997143 | -1.04532289 | -1.20635655 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y5X3 | -0.83039710 | -0.51729773 | -0.6633608 | -0.24770230 | -0.79927370 |  0.171371019 | -0.59870917 | -0.40750869 | -0.07563812 | -0.59508778 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y5Y2 | -1.27789318 |         NaN | -1.8241609 | -1.90823061 | -0.61162412 |          NaN |         NaN | -1.43768792 |         NaN |         NaN | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y613 |  0.80131756 |  0.62278809 |  0.4204752 |  0.76173488 |  0.92183193 |  0.583895492 |  0.28077638 |  0.75878178 |  0.48723180 |  0.47406924 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y678 |  0.45780681 |  0.05692410 | -0.1339708 |  0.50104494 |  0.63597500 |  0.297118262 | -0.38411953 |  0.49191564 | -0.13808701 | -0.12165639 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y6B6 | -1.33730514 |         NaN |        NaN | -1.74393456 | -0.66330962 |          NaN |         NaN | -1.65457715 |         NaN |         NaN | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y6M1 | -1.04001094 | -1.17442584 |        NaN | -1.46531902 | -1.03296457 |          NaN |         NaN | -1.49034588 |         NaN |         NaN | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y6M9 | -0.35410571 |  0.28315903 |  0.2553203 | -0.28556565 | -0.90320637 | -0.685642777 |  0.40894139 | -0.15838315 |  0.22377208 |  0.01953476 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y6W5 | -0.29383311 | -0.41506879 | -0.4377946 | -0.29051428 |  0.04537513 | -1.971553529 | -0.69362026 | -0.38396114 | -0.60291430 |  0.12812202 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y6Y8 | -0.81509067 |         NaN | -1.1379246 | -1.29381130 | -1.08518795 | -2.918815230 |         NaN | -1.49231463 | -1.52719329 | -1.20060916 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "\n"
      ],
      "text/plain": [
       "           BIE.S.Pre   BIH.S.Pre    BIP.S.Pre   BJE.R.Pre   BJK.R.Pre  \n",
       "A0A075B6H7         NaN          NaN         NaN         NaN         NaN\n",
       "A0A075B6K4 -1.03296940 -0.269835735  0.43719494  0.28351385 -2.12158462\n",
       "A0A075B6K5 -0.69962264          NaN  0.23780140 -0.23049889         NaN\n",
       "A0A075B6S5         NaN          NaN         NaN -0.72175586         NaN\n",
       "A0A0A0MS15 -0.75721939 -1.026710877  0.33059032  0.39039600         NaN\n",
       "A0A0B4J1U3 -1.07619462          NaN         NaN -0.72054305 -1.39267574\n",
       "A0A0B4J1V0         NaN  0.904819216  0.75711337         NaN         NaN\n",
       "A0A0B4J1V6         NaN          NaN         NaN         NaN         NaN\n",
       "A0A0C4DH31         NaN -0.959845772 -0.32623469 -1.37931216  0.16871329\n",
       "A0A0C4DH33 -1.35114709 -0.502897745 -1.07932958 -1.44888218 -2.15188324\n",
       "A0A0C4DH35 -0.13183173 -0.364845877 -0.15699150 -0.08773658 -0.98655948\n",
       "A0A0C4DH38  0.56121441  0.194630815  0.45720481  0.32825752  0.04974910\n",
       "A0A0C4DH67 -0.19096911 -0.994542172  0.21214028 -0.31049809 -0.01869532\n",
       "A0A0C4DH68 -1.07899809          NaN -0.29010095 -0.83077692 -0.49651235\n",
       "A0A0J9YX35         NaN -0.959146302 -0.25806625  1.42575884 -0.65310672\n",
       "A6NHL2      0.02649859  0.057043112  0.21350820 -0.13896508 -0.62012891\n",
       "B9A064      1.51453535  1.686631138  1.83435773  1.68481598  0.75444190\n",
       "O00151      0.25592338 -0.173673613 -0.27161465  0.19015478  0.30155468\n",
       "O00161      0.28559116 -0.006270481  0.13637670  0.11244651  0.22823263\n",
       "O00187     -0.59478289 -0.001549682 -0.02763819  0.50990584 -0.74979050\n",
       "O00194      0.56844092  0.344928190  0.41105404  0.44577706  0.64819550\n",
       "O00299      0.12917706 -0.207345872 -0.13021263  0.16872128  0.34086586\n",
       "O00391     -0.56950966 -1.086743637 -1.03463854 -1.35225162 -1.55788829\n",
       "O00429     -1.07824947 -1.380975702 -1.65994480 -1.23756341 -0.71414569\n",
       "O00560     -1.97760524          NaN         NaN         NaN -1.13663348\n",
       "O14672     -0.13251056 -0.039808257  0.08177305 -0.36690648 -0.48279636\n",
       "O14791      0.08356191 -0.043107234  0.23472751  0.29416231 -0.49678872\n",
       "O14818     -0.04385160 -0.653287392 -0.76557106 -0.05981986  0.15150881\n",
       "O15143      0.42844527 -0.078000045 -0.09789338  0.27022332  0.71181996\n",
       "O15144      0.19470420 -0.214609043 -0.39299326  0.02954404  0.26729662\n",
       "⋮          ⋮           ⋮            ⋮           ⋮           ⋮          \n",
       "Q9Y371     -0.56996226 -0.57604755  -0.3389993  -0.58514595 -0.70401065\n",
       "Q9Y394      0.22629954  0.22817208   0.3426714   0.05695320  0.02738025\n",
       "Q9Y3A3      0.49188310  0.33037178   0.4734387   0.60530969 -0.41196750\n",
       "Q9Y3A6     -1.02682096 -0.08330348  -0.1326417  -0.51332185 -0.90173477\n",
       "Q9Y3B3      0.68537049  0.62677099   0.2997844   0.59882464  0.90006043\n",
       "Q9Y3E0     -0.15234030 -0.62890760  -0.2647793  -0.22184310 -0.36806248\n",
       "Q9Y3F4      0.31276149  0.05856274  -0.4191776   0.29093633  0.22894221\n",
       "Q9Y3I0     -0.46500385 -0.34206019  -0.5088111  -0.55232967 -0.21949590\n",
       "Q9Y3P9     -0.76382184 -0.71238548  -1.5901006  -0.48019713 -0.10220987\n",
       "Q9Y3Q8     -0.79338130         NaN  -2.3368424  -1.12242743 -0.65658215\n",
       "Q9Y4D1      0.12525308  0.12866560   0.2840309  -0.02039429  0.07172785\n",
       "Q9Y4H4     -0.38699569 -0.07350822   0.1341064  -1.02345955 -0.86902639\n",
       "Q9Y4I1     -0.56815762 -0.44611423  -0.4375444  -0.69024770 -0.42929808\n",
       "Q9Y4L1      0.84677961  0.54319469   0.4199988   0.79181838  1.21643161\n",
       "Q9Y512     -0.28665007 -0.33738082  -0.1741660  -0.46490041 -0.18036261\n",
       "Q9Y5K6      0.13661421 -0.23290218  -0.4328049  -0.18185105  0.17419470\n",
       "Q9Y5M8     -1.29267594 -0.55831363  -0.3206741  -0.87255530 -0.73532739\n",
       "Q9Y5S1             NaN -1.07085515  -0.8048289  -0.61561185 -1.81183143\n",
       "Q9Y5S2     -0.07470534 -0.14574594  -0.1395460  -0.23362607 -0.27327148\n",
       "Q9Y5U9      0.10611231 -0.15780160  -0.1469831   0.01221197  0.12562897\n",
       "Q9Y5X1     -0.54112363 -0.68076650  -1.2790087  -0.26765456 -0.42271765\n",
       "Q9Y5X3     -0.83039710 -0.51729773  -0.6633608  -0.24770230 -0.79927370\n",
       "Q9Y5Y2     -1.27789318         NaN  -1.8241609  -1.90823061 -0.61162412\n",
       "Q9Y613      0.80131756  0.62278809   0.4204752   0.76173488  0.92183193\n",
       "Q9Y678      0.45780681  0.05692410  -0.1339708   0.50104494  0.63597500\n",
       "Q9Y6B6     -1.33730514         NaN         NaN  -1.74393456 -0.66330962\n",
       "Q9Y6M1     -1.04001094 -1.17442584         NaN  -1.46531902 -1.03296457\n",
       "Q9Y6M9     -0.35410571  0.28315903   0.2553203  -0.28556565 -0.90320637\n",
       "Q9Y6W5     -0.29383311 -0.41506879  -0.4377946  -0.29051428  0.04537513\n",
       "Q9Y6Y8     -0.81509067         NaN  -1.1379246  -1.29381130 -1.08518795\n",
       "           BJW.S.Pre    BKU.R.Pre   BLZ.R.Pre   BMD.S.Pre    BMS.S.Pre    ⋯\n",
       "A0A075B6H7  0.99917412          NaN         NaN          NaN          NaN ⋯\n",
       "A0A075B6K4  0.56015443   0.14221203 -0.65796596 -0.007610794  0.450674252 ⋯\n",
       "A0A075B6K5  0.07069323   0.45260116 -0.29489529  0.340674723 -0.098994358 ⋯\n",
       "A0A075B6S5         NaN  -0.31023370         NaN -0.506351246  0.527662294 ⋯\n",
       "A0A0A0MS15 -0.16274661   0.37290530  0.59536602  0.928908883 -0.229737943 ⋯\n",
       "A0A0B4J1U3 -0.51402202  -0.78628757 -1.89839149 -0.915328606          NaN ⋯\n",
       "A0A0B4J1V0         NaN   0.40718827         NaN  0.497517218  0.974502195 ⋯\n",
       "A0A0B4J1V6         NaN          NaN         NaN          NaN  0.351257498 ⋯\n",
       "A0A0C4DH31 -0.18985780  -0.80308105         NaN -1.752361771 -0.712393631 ⋯\n",
       "A0A0C4DH33 -0.48460659  -0.43521075 -1.53557816  0.469085064 -0.881322089 ⋯\n",
       "A0A0C4DH35  0.65716932  -0.03431629  0.19797918  0.763388879  0.153652830 ⋯\n",
       "A0A0C4DH38  1.00849310   0.16126588  0.10586037  1.257110139  0.461451858 ⋯\n",
       "A0A0C4DH67  0.08891520  -0.82877269 -0.53879156 -0.139889107  1.192575621 ⋯\n",
       "A0A0C4DH68  0.15304357  -0.48038636 -0.88169833 -0.042026622  1.116659572 ⋯\n",
       "A0A0J9YX35  0.68478090  -0.22946439 -0.18422893  1.124519363  1.190429318 ⋯\n",
       "A6NHL2     -0.72885543  -0.56311823 -0.13568580 -0.246481364 -0.009567851 ⋯\n",
       "B9A064      1.85364144   1.78427042  1.63070709  1.796659846  1.769940451 ⋯\n",
       "O00151      0.05534137  -0.31214375  0.19836810 -0.217650405 -0.703508974 ⋯\n",
       "O00161      0.12707064  -0.11530853  0.30331910 -0.212240477  0.249362160 ⋯\n",
       "O00187      0.18214613   0.21806310 -0.54564894  0.234332356  0.378374053 ⋯\n",
       "O00194      0.13606723   0.16622745  0.55101419  0.279281416  0.307585426 ⋯\n",
       "O00299      0.35161050  -0.43937298  0.09236066 -0.239975855  0.105848862 ⋯\n",
       "O00391     -0.94712546  -0.83441632 -1.39024887 -0.900045796 -1.049495642 ⋯\n",
       "O00429     -1.10528891  -1.62683593 -1.08046616 -1.491012263 -1.443397898 ⋯\n",
       "O00560             NaN          NaN         NaN          NaN          NaN ⋯\n",
       "O14672     -0.63370594  -0.29876343 -0.19197559 -0.339894973 -0.036942388 ⋯\n",
       "O14791      0.70370776   0.78637689 -0.01955149  0.782266256  0.563188118 ⋯\n",
       "O14818     -1.34557494  -0.65177245 -0.06130009 -0.655883529 -0.762077043 ⋯\n",
       "O15143      0.14390242  -0.06467998  0.31182717 -0.047621377 -0.132101730 ⋯\n",
       "O15144     -0.07927066  -0.38326424  0.13074358 -0.265026399 -0.333425473 ⋯\n",
       "⋮          ⋮            ⋮           ⋮           ⋮            ⋮            ⋱\n",
       "Q9Y371     -0.616572067 -1.40789973 -0.66373277 -2.22945282  -1.02437079  ⋯\n",
       "Q9Y394     -0.117053438 -0.08983881  0.34086259  0.26047570   0.04533414  ⋯\n",
       "Q9Y3A3      0.397937574 -1.43449437  0.58720374 -0.93371978  -0.70680882  ⋯\n",
       "Q9Y3A6              NaN -0.67053062 -0.61198963 -0.77560650  -0.37510688  ⋯\n",
       "Q9Y3B3     -0.002278786 -0.12105414  0.69245312  0.47409059   0.49058723  ⋯\n",
       "Q9Y3E0     -0.856310904 -0.90821050 -0.34408903 -0.32812606  -1.05019947  ⋯\n",
       "Q9Y3F4      0.278648033 -0.66665764  0.14450410 -0.38839342  -0.23786577  ⋯\n",
       "Q9Y3I0     -0.408418969 -2.02981500 -0.47532402 -1.80488345  -0.97521952  ⋯\n",
       "Q9Y3P9     -2.252004918 -1.45812137 -0.65954025 -1.42546671  -0.90384823  ⋯\n",
       "Q9Y3Q8     -0.865534721         NaN -0.41720506         NaN          NaN  ⋯\n",
       "Q9Y4D1      0.229091974  0.01471735 -0.09988682 -0.09610691   0.09765541  ⋯\n",
       "Q9Y4H4     -0.909761441         NaN -0.15526642         NaN  -0.77545366  ⋯\n",
       "Q9Y4I1      0.325091965         NaN -0.80876901 -1.63793150  -0.82282925  ⋯\n",
       "Q9Y4L1      0.440423144  0.20836057  0.67221809  0.27024550   0.15872779  ⋯\n",
       "Q9Y512     -2.381322266 -2.10769003 -0.21524447 -0.51155364  -0.54539198  ⋯\n",
       "Q9Y5K6     -0.095902431 -1.44765737 -0.22561097 -0.44548247  -0.35121772  ⋯\n",
       "Q9Y5M8              NaN -1.32894391 -0.89913704         NaN  -0.59050913  ⋯\n",
       "Q9Y5S1     -0.716241380 -0.05560331         NaN -0.39344052   0.11500720  ⋯\n",
       "Q9Y5S2     -0.765562337 -0.71000637 -0.19615480 -0.31690078  -0.09320601  ⋯\n",
       "Q9Y5U9     -0.266212025 -0.34297520  0.13815499 -0.01707168  -0.06526738  ⋯\n",
       "Q9Y5X1     -1.043948475 -1.09824555 -0.70997143 -1.04532289  -1.20635655  ⋯\n",
       "Q9Y5X3      0.171371019 -0.59870917 -0.40750869 -0.07563812  -0.59508778  ⋯\n",
       "Q9Y5Y2              NaN         NaN -1.43768792         NaN          NaN  ⋯\n",
       "Q9Y613      0.583895492  0.28077638  0.75878178  0.48723180   0.47406924  ⋯\n",
       "Q9Y678      0.297118262 -0.38411953  0.49191564 -0.13808701  -0.12165639  ⋯\n",
       "Q9Y6B6              NaN         NaN -1.65457715         NaN          NaN  ⋯\n",
       "Q9Y6M1              NaN         NaN -1.49034588         NaN          NaN  ⋯\n",
       "Q9Y6M9     -0.685642777  0.40894139 -0.15838315  0.22377208   0.01953476  ⋯\n",
       "Q9Y6W5     -1.971553529 -0.69362026 -0.38396114 -0.60291430   0.12812202  ⋯\n",
       "Q9Y6Y8     -2.918815230         NaN -1.49231463 -1.52719329  -1.20060916  ⋯\n",
       "           MS194879LUM_goncalo_lyden_127_Plasma_a\n",
       "A0A075B6H7  0.66921895                           \n",
       "A0A075B6K4  0.78936345                           \n",
       "A0A075B6K5  0.32005760                           \n",
       "A0A075B6S5 -0.24410722                           \n",
       "A0A0A0MS15  0.74465245                           \n",
       "A0A0B4J1U3         NaN                           \n",
       "A0A0B4J1V0  0.65291242                           \n",
       "A0A0B4J1V6  0.64989809                           \n",
       "A0A0C4DH31         NaN                           \n",
       "A0A0C4DH33         NaN                           \n",
       "A0A0C4DH35  0.16161138                           \n",
       "A0A0C4DH38  0.65454350                           \n",
       "A0A0C4DH67  0.04405595                           \n",
       "A0A0C4DH68  0.69873565                           \n",
       "A0A0J9YX35  0.64570641                           \n",
       "A6NHL2             NaN                           \n",
       "B9A064      1.67690340                           \n",
       "O00151             NaN                           \n",
       "O00161             NaN                           \n",
       "O00187      0.87198051                           \n",
       "O00194             NaN                           \n",
       "O00299             NaN                           \n",
       "O00391             NaN                           \n",
       "O00429             NaN                           \n",
       "O00560     -1.02169369                           \n",
       "O14672             NaN                           \n",
       "O14791      0.65903450                           \n",
       "O14818     -0.63927036                           \n",
       "O15143             NaN                           \n",
       "O15144             NaN                           \n",
       "⋮          ⋮                                     \n",
       "Q9Y371     NA                                    \n",
       "Q9Y394     NA                                    \n",
       "Q9Y3A3     NA                                    \n",
       "Q9Y3A6     NA                                    \n",
       "Q9Y3B3     NA                                    \n",
       "Q9Y3E0     NA                                    \n",
       "Q9Y3F4     NA                                    \n",
       "Q9Y3I0     NA                                    \n",
       "Q9Y3P9     NA                                    \n",
       "Q9Y3Q8     NA                                    \n",
       "Q9Y4D1     NA                                    \n",
       "Q9Y4H4     NA                                    \n",
       "Q9Y4I1     NA                                    \n",
       "Q9Y4L1     NA                                    \n",
       "Q9Y512     NA                                    \n",
       "Q9Y5K6     NA                                    \n",
       "Q9Y5M8     NA                                    \n",
       "Q9Y5S1     NA                                    \n",
       "Q9Y5S2     NA                                    \n",
       "Q9Y5U9     NA                                    \n",
       "Q9Y5X1     NA                                    \n",
       "Q9Y5X3     NA                                    \n",
       "Q9Y5Y2     NA                                    \n",
       "Q9Y613     NA                                    \n",
       "Q9Y678     NA                                    \n",
       "Q9Y6B6     NA                                    \n",
       "Q9Y6M1     NA                                    \n",
       "Q9Y6M9     NA                                    \n",
       "Q9Y6W5     NA                                    \n",
       "Q9Y6Y8     NA                                    \n",
       "           MS194879LUM_goncalo_lyden_128_Plasma_a\n",
       "A0A075B6H7  0.74430161                           \n",
       "A0A075B6K4  0.70356015                           \n",
       "A0A075B6K5  0.23968322                           \n",
       "A0A075B6S5  0.04012888                           \n",
       "A0A0A0MS15  1.18819525                           \n",
       "A0A0B4J1U3         NaN                           \n",
       "A0A0B4J1V0  1.08376402                           \n",
       "A0A0B4J1V6  1.06787174                           \n",
       "A0A0C4DH31  0.31319790                           \n",
       "A0A0C4DH33         NaN                           \n",
       "A0A0C4DH35  0.19142999                           \n",
       "A0A0C4DH38  0.72736314                           \n",
       "A0A0C4DH67  0.16938161                           \n",
       "A0A0C4DH68  0.66114081                           \n",
       "A0A0J9YX35  1.02322848                           \n",
       "A6NHL2             NaN                           \n",
       "B9A064      1.94131846                           \n",
       "O00151             NaN                           \n",
       "O00161             NaN                           \n",
       "O00187             NaN                           \n",
       "O00194             NaN                           \n",
       "O00299     -0.42363481                           \n",
       "O00391             NaN                           \n",
       "O00429             NaN                           \n",
       "O00560     -0.57893503                           \n",
       "O14672             NaN                           \n",
       "O14791      0.84311238                           \n",
       "O14818     -0.40883976                           \n",
       "O15143             NaN                           \n",
       "O15144             NaN                           \n",
       "⋮          ⋮                                     \n",
       "Q9Y371     NA                                    \n",
       "Q9Y394     NA                                    \n",
       "Q9Y3A3     NA                                    \n",
       "Q9Y3A6     NA                                    \n",
       "Q9Y3B3     NA                                    \n",
       "Q9Y3E0     NA                                    \n",
       "Q9Y3F4     NA                                    \n",
       "Q9Y3I0     NA                                    \n",
       "Q9Y3P9     NA                                    \n",
       "Q9Y3Q8     NA                                    \n",
       "Q9Y4D1     NA                                    \n",
       "Q9Y4H4     NA                                    \n",
       "Q9Y4I1     NA                                    \n",
       "Q9Y4L1     NA                                    \n",
       "Q9Y512     NA                                    \n",
       "Q9Y5K6     NA                                    \n",
       "Q9Y5M8     NA                                    \n",
       "Q9Y5S1     NA                                    \n",
       "Q9Y5S2     NA                                    \n",
       "Q9Y5U9     NA                                    \n",
       "Q9Y5X1     NA                                    \n",
       "Q9Y5X3     NA                                    \n",
       "Q9Y5Y2     NA                                    \n",
       "Q9Y613     NA                                    \n",
       "Q9Y678     NA                                    \n",
       "Q9Y6B6     NA                                    \n",
       "Q9Y6M1     NA                                    \n",
       "Q9Y6M9     NA                                    \n",
       "Q9Y6W5     NA                                    \n",
       "Q9Y6Y8     NA                                    \n",
       "           MS194879LUM_goncalo_lyden_130_Plasma_a\n",
       "A0A075B6H7  0.7713249238                         \n",
       "A0A075B6K4  0.6334442362                         \n",
       "A0A075B6K5  0.3681125829                         \n",
       "A0A075B6S5 -0.1233828457                         \n",
       "A0A0A0MS15  0.9137313322                         \n",
       "A0A0B4J1U3           NaN                         \n",
       "A0A0B4J1V0  0.7876619488                         \n",
       "A0A0B4J1V6  0.7806200161                         \n",
       "A0A0C4DH31           NaN                         \n",
       "A0A0C4DH33           NaN                         \n",
       "A0A0C4DH35  0.1401826771                         \n",
       "A0A0C4DH38  0.2458280543                         \n",
       "A0A0C4DH67 -0.0007523882                         \n",
       "A0A0C4DH68  0.3265429062                         \n",
       "A0A0J9YX35  0.7575242414                         \n",
       "A6NHL2               NaN                         \n",
       "B9A064      1.6187117664                         \n",
       "O00151     -1.0260574596                         \n",
       "O00161               NaN                         \n",
       "O00187     -0.1814323380                         \n",
       "O00194               NaN                         \n",
       "O00299     -0.0517886860                         \n",
       "O00391               NaN                         \n",
       "O00429               NaN                         \n",
       "O00560     -0.7446300399                         \n",
       "O14672               NaN                         \n",
       "O14791      0.4547859496                         \n",
       "O14818               NaN                         \n",
       "O15143               NaN                         \n",
       "O15144               NaN                         \n",
       "⋮          ⋮                                     \n",
       "Q9Y371     NA                                    \n",
       "Q9Y394     NA                                    \n",
       "Q9Y3A3     NA                                    \n",
       "Q9Y3A6     NA                                    \n",
       "Q9Y3B3     NA                                    \n",
       "Q9Y3E0     NA                                    \n",
       "Q9Y3F4     NA                                    \n",
       "Q9Y3I0     NA                                    \n",
       "Q9Y3P9     NA                                    \n",
       "Q9Y3Q8     NA                                    \n",
       "Q9Y4D1     NA                                    \n",
       "Q9Y4H4     NA                                    \n",
       "Q9Y4I1     NA                                    \n",
       "Q9Y4L1     NA                                    \n",
       "Q9Y512     NA                                    \n",
       "Q9Y5K6     NA                                    \n",
       "Q9Y5M8     NA                                    \n",
       "Q9Y5S1     NA                                    \n",
       "Q9Y5S2     NA                                    \n",
       "Q9Y5U9     NA                                    \n",
       "Q9Y5X1     NA                                    \n",
       "Q9Y5X3     NA                                    \n",
       "Q9Y5Y2     NA                                    \n",
       "Q9Y613     NA                                    \n",
       "Q9Y678     NA                                    \n",
       "Q9Y6B6     NA                                    \n",
       "Q9Y6M1     NA                                    \n",
       "Q9Y6M9     NA                                    \n",
       "Q9Y6W5     NA                                    \n",
       "Q9Y6Y8     NA                                    \n",
       "           MS194879LUM_goncalo_lyden_131_Plasma_a\n",
       "A0A075B6H7 -1.314656997                          \n",
       "A0A075B6K4  0.344533926                          \n",
       "A0A075B6K5  0.338540073                          \n",
       "A0A075B6S5  0.136631959                          \n",
       "A0A0A0MS15  1.086177099                          \n",
       "A0A0B4J1U3          NaN                          \n",
       "A0A0B4J1V0  0.948757492                          \n",
       "A0A0B4J1V6  0.936900492                          \n",
       "A0A0C4DH31  0.128154745                          \n",
       "A0A0C4DH33          NaN                          \n",
       "A0A0C4DH35  0.009153029                          \n",
       "A0A0C4DH38  0.365153890                          \n",
       "A0A0C4DH67  0.269793096                          \n",
       "A0A0C4DH68 -0.122121504                          \n",
       "A0A0J9YX35  0.944856762                          \n",
       "A6NHL2              NaN                          \n",
       "B9A064      1.716897705                          \n",
       "O00151              NaN                          \n",
       "O00161              NaN                          \n",
       "O00187              NaN                          \n",
       "O00194              NaN                          \n",
       "O00299              NaN                          \n",
       "O00391              NaN                          \n",
       "O00429              NaN                          \n",
       "O00560     -0.900398968                          \n",
       "O14672              NaN                          \n",
       "O14791      0.453573566                          \n",
       "O14818              NaN                          \n",
       "O15143              NaN                          \n",
       "O15144              NaN                          \n",
       "⋮          ⋮                                     \n",
       "Q9Y371     NA                                    \n",
       "Q9Y394     NA                                    \n",
       "Q9Y3A3     NA                                    \n",
       "Q9Y3A6     NA                                    \n",
       "Q9Y3B3     NA                                    \n",
       "Q9Y3E0     NA                                    \n",
       "Q9Y3F4     NA                                    \n",
       "Q9Y3I0     NA                                    \n",
       "Q9Y3P9     NA                                    \n",
       "Q9Y3Q8     NA                                    \n",
       "Q9Y4D1     NA                                    \n",
       "Q9Y4H4     NA                                    \n",
       "Q9Y4I1     NA                                    \n",
       "Q9Y4L1     NA                                    \n",
       "Q9Y512     NA                                    \n",
       "Q9Y5K6     NA                                    \n",
       "Q9Y5M8     NA                                    \n",
       "Q9Y5S1     NA                                    \n",
       "Q9Y5S2     NA                                    \n",
       "Q9Y5U9     NA                                    \n",
       "Q9Y5X1     NA                                    \n",
       "Q9Y5X3     NA                                    \n",
       "Q9Y5Y2     NA                                    \n",
       "Q9Y613     NA                                    \n",
       "Q9Y678     NA                                    \n",
       "Q9Y6B6     NA                                    \n",
       "Q9Y6M1     NA                                    \n",
       "Q9Y6M9     NA                                    \n",
       "Q9Y6W5     NA                                    \n",
       "Q9Y6Y8     NA                                    \n",
       "           MS194879LUM_goncalo_lyden_135_Plasma_a\n",
       "A0A075B6H7          NaN                          \n",
       "A0A075B6K4  0.145739972                          \n",
       "A0A075B6K5 -0.178119785                          \n",
       "A0A075B6S5 -0.123635736                          \n",
       "A0A0A0MS15  0.383396746                          \n",
       "A0A0B4J1U3          NaN                          \n",
       "A0A0B4J1V0  0.274593160                          \n",
       "A0A0B4J1V6  0.292684198                          \n",
       "A0A0C4DH31 -0.230122500                          \n",
       "A0A0C4DH33          NaN                          \n",
       "A0A0C4DH35  0.040291371                          \n",
       "A0A0C4DH38  0.359857598                          \n",
       "A0A0C4DH67 -0.001015521                          \n",
       "A0A0C4DH68  0.123662708                          \n",
       "A0A0J9YX35 -0.666548596                          \n",
       "A6NHL2              NaN                          \n",
       "B9A064      1.512665112                          \n",
       "O00151              NaN                          \n",
       "O00161              NaN                          \n",
       "O00187      0.137845823                          \n",
       "O00194              NaN                          \n",
       "O00299     -0.502261284                          \n",
       "O00391              NaN                          \n",
       "O00429              NaN                          \n",
       "O00560     -0.828520783                          \n",
       "O14672              NaN                          \n",
       "O14791      0.679731863                          \n",
       "O14818              NaN                          \n",
       "O15143              NaN                          \n",
       "O15144              NaN                          \n",
       "⋮          ⋮                                     \n",
       "Q9Y371     NA                                    \n",
       "Q9Y394     NA                                    \n",
       "Q9Y3A3     NA                                    \n",
       "Q9Y3A6     NA                                    \n",
       "Q9Y3B3     NA                                    \n",
       "Q9Y3E0     NA                                    \n",
       "Q9Y3F4     NA                                    \n",
       "Q9Y3I0     NA                                    \n",
       "Q9Y3P9     NA                                    \n",
       "Q9Y3Q8     NA                                    \n",
       "Q9Y4D1     NA                                    \n",
       "Q9Y4H4     NA                                    \n",
       "Q9Y4I1     NA                                    \n",
       "Q9Y4L1     NA                                    \n",
       "Q9Y512     NA                                    \n",
       "Q9Y5K6     NA                                    \n",
       "Q9Y5M8     NA                                    \n",
       "Q9Y5S1     NA                                    \n",
       "Q9Y5S2     NA                                    \n",
       "Q9Y5U9     NA                                    \n",
       "Q9Y5X1     NA                                    \n",
       "Q9Y5X3     NA                                    \n",
       "Q9Y5Y2     NA                                    \n",
       "Q9Y613     NA                                    \n",
       "Q9Y678     NA                                    \n",
       "Q9Y6B6     NA                                    \n",
       "Q9Y6M1     NA                                    \n",
       "Q9Y6M9     NA                                    \n",
       "Q9Y6W5     NA                                    \n",
       "Q9Y6Y8     NA                                    \n",
       "           MS194879LUM_goncalo_lyden_137_Plasma_a\n",
       "A0A075B6H7        NaN                            \n",
       "A0A075B6K4  0.4484975                            \n",
       "A0A075B6K5  0.4411309                            \n",
       "A0A075B6S5 -0.5772297                            \n",
       "A0A0A0MS15  0.6857646                            \n",
       "A0A0B4J1U3        NaN                            \n",
       "A0A0B4J1V0  0.5545969                            \n",
       "A0A0B4J1V6  0.5545212                            \n",
       "A0A0C4DH31 -0.2336968                            \n",
       "A0A0C4DH33        NaN                            \n",
       "A0A0C4DH35 -0.2647809                            \n",
       "A0A0C4DH38  0.2457340                            \n",
       "A0A0C4DH67 -0.4729802                            \n",
       "A0A0C4DH68 -0.3774637                            \n",
       "A0A0J9YX35  0.6006923                            \n",
       "A6NHL2            NaN                            \n",
       "B9A064      1.2906746                            \n",
       "O00151            NaN                            \n",
       "O00161            NaN                            \n",
       "O00187      0.1139436                            \n",
       "O00194            NaN                            \n",
       "O00299            NaN                            \n",
       "O00391            NaN                            \n",
       "O00429            NaN                            \n",
       "O00560     -0.4862441                            \n",
       "O14672            NaN                            \n",
       "O14791      0.1784807                            \n",
       "O14818            NaN                            \n",
       "O15143            NaN                            \n",
       "O15144            NaN                            \n",
       "⋮          ⋮                                     \n",
       "Q9Y371     NA                                    \n",
       "Q9Y394     NA                                    \n",
       "Q9Y3A3     NA                                    \n",
       "Q9Y3A6     NA                                    \n",
       "Q9Y3B3     NA                                    \n",
       "Q9Y3E0     NA                                    \n",
       "Q9Y3F4     NA                                    \n",
       "Q9Y3I0     NA                                    \n",
       "Q9Y3P9     NA                                    \n",
       "Q9Y3Q8     NA                                    \n",
       "Q9Y4D1     NA                                    \n",
       "Q9Y4H4     NA                                    \n",
       "Q9Y4I1     NA                                    \n",
       "Q9Y4L1     NA                                    \n",
       "Q9Y512     NA                                    \n",
       "Q9Y5K6     NA                                    \n",
       "Q9Y5M8     NA                                    \n",
       "Q9Y5S1     NA                                    \n",
       "Q9Y5S2     NA                                    \n",
       "Q9Y5U9     NA                                    \n",
       "Q9Y5X1     NA                                    \n",
       "Q9Y5X3     NA                                    \n",
       "Q9Y5Y2     NA                                    \n",
       "Q9Y613     NA                                    \n",
       "Q9Y678     NA                                    \n",
       "Q9Y6B6     NA                                    \n",
       "Q9Y6M1     NA                                    \n",
       "Q9Y6M9     NA                                    \n",
       "Q9Y6W5     NA                                    \n",
       "Q9Y6Y8     NA                                    \n",
       "           MS194879LUM_goncalo_lyden_141_Plasma_a\n",
       "A0A075B6H7  0.704960971                          \n",
       "A0A075B6K4  0.477062749                          \n",
       "A0A075B6K5  0.756089852                          \n",
       "A0A075B6S5  0.100775765                          \n",
       "A0A0A0MS15  1.267647603                          \n",
       "A0A0B4J1U3 -1.191426560                          \n",
       "A0A0B4J1V0  1.126627574                          \n",
       "A0A0B4J1V6  1.099196569                          \n",
       "A0A0C4DH31 -0.007521818                          \n",
       "A0A0C4DH33          NaN                          \n",
       "A0A0C4DH35  0.452436810                          \n",
       "A0A0C4DH38  0.613302424                          \n",
       "A0A0C4DH67  0.232484715                          \n",
       "A0A0C4DH68  0.297411720                          \n",
       "A0A0J9YX35  1.116537715                          \n",
       "A6NHL2      0.138380329                          \n",
       "B9A064      2.124392961                          \n",
       "O00151      0.465427375                          \n",
       "O00161     -0.216305147                          \n",
       "O00187              NaN                          \n",
       "O00194      0.076851796                          \n",
       "O00299      0.235894045                          \n",
       "O00391              NaN                          \n",
       "O00429              NaN                          \n",
       "O00560     -0.867915691                          \n",
       "O14672     -0.623075208                          \n",
       "O14791      0.970957331                          \n",
       "O14818              NaN                          \n",
       "O15143     -0.090745245                          \n",
       "O15144      0.108238427                          \n",
       "⋮          ⋮                                     \n",
       "Q9Y371     NA                                    \n",
       "Q9Y394     NA                                    \n",
       "Q9Y3A3     NA                                    \n",
       "Q9Y3A6     NA                                    \n",
       "Q9Y3B3     NA                                    \n",
       "Q9Y3E0     NA                                    \n",
       "Q9Y3F4     NA                                    \n",
       "Q9Y3I0     NA                                    \n",
       "Q9Y3P9     NA                                    \n",
       "Q9Y3Q8     NA                                    \n",
       "Q9Y4D1     NA                                    \n",
       "Q9Y4H4     NA                                    \n",
       "Q9Y4I1     NA                                    \n",
       "Q9Y4L1     NA                                    \n",
       "Q9Y512     NA                                    \n",
       "Q9Y5K6     NA                                    \n",
       "Q9Y5M8     NA                                    \n",
       "Q9Y5S1     NA                                    \n",
       "Q9Y5S2     NA                                    \n",
       "Q9Y5U9     NA                                    \n",
       "Q9Y5X1     NA                                    \n",
       "Q9Y5X3     NA                                    \n",
       "Q9Y5Y2     NA                                    \n",
       "Q9Y613     NA                                    \n",
       "Q9Y678     NA                                    \n",
       "Q9Y6B6     NA                                    \n",
       "Q9Y6M1     NA                                    \n",
       "Q9Y6M9     NA                                    \n",
       "Q9Y6W5     NA                                    \n",
       "Q9Y6Y8     NA                                    \n",
       "           MS194879LUM_goncalo_lyden_142_Plasma_a\n",
       "A0A075B6H7  0.94882715                           \n",
       "A0A075B6K4  0.93408117                           \n",
       "A0A075B6K5 -0.03029369                           \n",
       "A0A075B6S5  0.06116606                           \n",
       "A0A0A0MS15  1.35505776                           \n",
       "A0A0B4J1U3         NaN                           \n",
       "A0A0B4J1V0  1.23958170                           \n",
       "A0A0B4J1V6  1.21903211                           \n",
       "A0A0C4DH31  0.69402989                           \n",
       "A0A0C4DH33         NaN                           \n",
       "A0A0C4DH35  0.28525432                           \n",
       "A0A0C4DH38  1.05568110                           \n",
       "A0A0C4DH67  0.12137288                           \n",
       "A0A0C4DH68  0.62200839                           \n",
       "A0A0J9YX35  1.18052773                           \n",
       "A6NHL2             NaN                           \n",
       "B9A064      1.96489582                           \n",
       "O00151             NaN                           \n",
       "O00161             NaN                           \n",
       "O00187             NaN                           \n",
       "O00194             NaN                           \n",
       "O00299             NaN                           \n",
       "O00391             NaN                           \n",
       "O00429             NaN                           \n",
       "O00560     -0.92122087                           \n",
       "O14672     -0.37776438                           \n",
       "O14791      1.24531415                           \n",
       "O14818     -0.83990665                           \n",
       "O15143     -1.20936688                           \n",
       "O15144             NaN                           \n",
       "⋮          ⋮                                     \n",
       "Q9Y371     NA                                    \n",
       "Q9Y394     NA                                    \n",
       "Q9Y3A3     NA                                    \n",
       "Q9Y3A6     NA                                    \n",
       "Q9Y3B3     NA                                    \n",
       "Q9Y3E0     NA                                    \n",
       "Q9Y3F4     NA                                    \n",
       "Q9Y3I0     NA                                    \n",
       "Q9Y3P9     NA                                    \n",
       "Q9Y3Q8     NA                                    \n",
       "Q9Y4D1     NA                                    \n",
       "Q9Y4H4     NA                                    \n",
       "Q9Y4I1     NA                                    \n",
       "Q9Y4L1     NA                                    \n",
       "Q9Y512     NA                                    \n",
       "Q9Y5K6     NA                                    \n",
       "Q9Y5M8     NA                                    \n",
       "Q9Y5S1     NA                                    \n",
       "Q9Y5S2     NA                                    \n",
       "Q9Y5U9     NA                                    \n",
       "Q9Y5X1     NA                                    \n",
       "Q9Y5X3     NA                                    \n",
       "Q9Y5Y2     NA                                    \n",
       "Q9Y613     NA                                    \n",
       "Q9Y678     NA                                    \n",
       "Q9Y6B6     NA                                    \n",
       "Q9Y6M1     NA                                    \n",
       "Q9Y6M9     NA                                    \n",
       "Q9Y6W5     NA                                    \n",
       "Q9Y6Y8     NA                                    \n",
       "           NS172995QEp_Ayuko_Lyden_CTRL63_plasma\n",
       "A0A075B6H7  0.24308116                          \n",
       "A0A075B6K4  0.80109638                          \n",
       "A0A075B6K5         NaN                          \n",
       "A0A075B6S5 -0.70748551                          \n",
       "A0A0A0MS15  0.07654108                          \n",
       "A0A0B4J1U3         NaN                          \n",
       "A0A0B4J1V0  0.76260493                          \n",
       "A0A0B4J1V6  0.69131706                          \n",
       "A0A0C4DH31 -0.29173047                          \n",
       "A0A0C4DH33         NaN                          \n",
       "A0A0C4DH35         NaN                          \n",
       "A0A0C4DH38  0.78623179                          \n",
       "A0A0C4DH67         NaN                          \n",
       "A0A0C4DH68  0.39720963                          \n",
       "A0A0J9YX35 -1.17963352                          \n",
       "A6NHL2             NaN                          \n",
       "B9A064      1.72146647                          \n",
       "O00151             NaN                          \n",
       "O00161             NaN                          \n",
       "O00187     -0.03531354                          \n",
       "O00194             NaN                          \n",
       "O00299             NaN                          \n",
       "O00391             NaN                          \n",
       "O00429             NaN                          \n",
       "O00560     -1.51785083                          \n",
       "O14672             NaN                          \n",
       "O14791      0.08650124                          \n",
       "O14818     -1.08726804                          \n",
       "O15143             NaN                          \n",
       "O15144             NaN                          \n",
       "⋮          ⋮                                    \n",
       "Q9Y371     NA                                   \n",
       "Q9Y394     NA                                   \n",
       "Q9Y3A3     NA                                   \n",
       "Q9Y3A6     NA                                   \n",
       "Q9Y3B3     NA                                   \n",
       "Q9Y3E0     NA                                   \n",
       "Q9Y3F4     NA                                   \n",
       "Q9Y3I0     NA                                   \n",
       "Q9Y3P9     NA                                   \n",
       "Q9Y3Q8     NA                                   \n",
       "Q9Y4D1     NA                                   \n",
       "Q9Y4H4     NA                                   \n",
       "Q9Y4I1     NA                                   \n",
       "Q9Y4L1     NA                                   \n",
       "Q9Y512     NA                                   \n",
       "Q9Y5K6     NA                                   \n",
       "Q9Y5M8     NA                                   \n",
       "Q9Y5S1     NA                                   \n",
       "Q9Y5S2     NA                                   \n",
       "Q9Y5U9     NA                                   \n",
       "Q9Y5X1     NA                                   \n",
       "Q9Y5X3     NA                                   \n",
       "Q9Y5Y2     NA                                   \n",
       "Q9Y613     NA                                   \n",
       "Q9Y678     NA                                   \n",
       "Q9Y6B6     NA                                   \n",
       "Q9Y6M1     NA                                   \n",
       "Q9Y6M9     NA                                   \n",
       "Q9Y6W5     NA                                   \n",
       "Q9Y6Y8     NA                                   \n",
       "           NS172995QEp_Ayuko_Lyden_CTRL64_plasma\n",
       "A0A075B6H7  0.601090339                         \n",
       "A0A075B6K4  0.038539410                         \n",
       "A0A075B6K5 -0.901555902                         \n",
       "A0A075B6S5 -0.725270922                         \n",
       "A0A0A0MS15 -0.759493963                         \n",
       "A0A0B4J1U3          NaN                         \n",
       "A0A0B4J1V0 -0.191098817                         \n",
       "A0A0B4J1V6 -0.994906019                         \n",
       "A0A0C4DH31  0.003667616                         \n",
       "A0A0C4DH33          NaN                         \n",
       "A0A0C4DH35  0.571416339                         \n",
       "A0A0C4DH38  0.506961213                         \n",
       "A0A0C4DH67 -0.674416991                         \n",
       "A0A0C4DH68  0.027257001                         \n",
       "A0A0J9YX35          NaN                         \n",
       "A6NHL2              NaN                         \n",
       "B9A064      1.722338652                         \n",
       "O00151              NaN                         \n",
       "O00161              NaN                         \n",
       "O00187      0.385961894                         \n",
       "O00194              NaN                         \n",
       "O00299              NaN                         \n",
       "O00391              NaN                         \n",
       "O00429              NaN                         \n",
       "O00560     -1.030248333                         \n",
       "O14672              NaN                         \n",
       "O14791      0.445313451                         \n",
       "O14818              NaN                         \n",
       "O15143              NaN                         \n",
       "O15144              NaN                         \n",
       "⋮          ⋮                                    \n",
       "Q9Y371     NA                                   \n",
       "Q9Y394     NA                                   \n",
       "Q9Y3A3     NA                                   \n",
       "Q9Y3A6     NA                                   \n",
       "Q9Y3B3     NA                                   \n",
       "Q9Y3E0     NA                                   \n",
       "Q9Y3F4     NA                                   \n",
       "Q9Y3I0     NA                                   \n",
       "Q9Y3P9     NA                                   \n",
       "Q9Y3Q8     NA                                   \n",
       "Q9Y4D1     NA                                   \n",
       "Q9Y4H4     NA                                   \n",
       "Q9Y4I1     NA                                   \n",
       "Q9Y4L1     NA                                   \n",
       "Q9Y512     NA                                   \n",
       "Q9Y5K6     NA                                   \n",
       "Q9Y5M8     NA                                   \n",
       "Q9Y5S1     NA                                   \n",
       "Q9Y5S2     NA                                   \n",
       "Q9Y5U9     NA                                   \n",
       "Q9Y5X1     NA                                   \n",
       "Q9Y5X3     NA                                   \n",
       "Q9Y5Y2     NA                                   \n",
       "Q9Y613     NA                                   \n",
       "Q9Y678     NA                                   \n",
       "Q9Y6B6     NA                                   \n",
       "Q9Y6M1     NA                                   \n",
       "Q9Y6M9     NA                                   \n",
       "Q9Y6W5     NA                                   \n",
       "Q9Y6Y8     NA                                   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The HarmonizR package expects two files to be passed as an argument:\n",
    "# A tab-delimited (.tsv) file containing the raw, unadjusted data and a\n",
    "# comma-separated (.csv) file describing the batch layout.\n",
    "\n",
    "harmonizR(\"dfHarmonizer.tsv\", \"dfMerged_description.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2ef6f3f1-00c7-4c6d-a6c8-44b24a13d6f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"Reading the files...\"\n",
      "[1] \"Preparing...\"\n",
      "[1] \"Splitting the data using ComBat adjustment...\"\n",
      "[1] \"Rebuilding...\"\n",
      "[1] \"Visualizing sample means...\"\n",
      "[1] \"Termination.\"\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 1985 × 177</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>BIE.S.Pre</th><th scope=col>BIH.S.Pre</th><th scope=col>BIP.S.Pre</th><th scope=col>BJE.R.Pre</th><th scope=col>BJK.R.Pre</th><th scope=col>BJW.S.Pre</th><th scope=col>BKU.R.Pre</th><th scope=col>BLZ.R.Pre</th><th scope=col>BMD.S.Pre</th><th scope=col>BMS.S.Pre</th><th scope=col>⋯</th><th scope=col>MS194879LUM_goncalo_lyden_127_Plasma_a</th><th scope=col>MS194879LUM_goncalo_lyden_128_Plasma_a</th><th scope=col>MS194879LUM_goncalo_lyden_130_Plasma_a</th><th scope=col>MS194879LUM_goncalo_lyden_131_Plasma_a</th><th scope=col>MS194879LUM_goncalo_lyden_135_Plasma_a</th><th scope=col>MS194879LUM_goncalo_lyden_137_Plasma_a</th><th scope=col>MS194879LUM_goncalo_lyden_141_Plasma_a</th><th scope=col>MS194879LUM_goncalo_lyden_142_Plasma_a</th><th scope=col>NS172995QEp_Ayuko_Lyden_CTRL63_plasma</th><th scope=col>NS172995QEp_Ayuko_Lyden_CTRL64_plasma</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>⋯</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
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       "\t<tr><th scope=row>O15144</th><td> 0.19470420</td><td>-0.214609043</td><td>-0.39299326</td><td> 0.02954404</td><td> 0.26729662</td><td>-0.07927066</td><td>-0.38326424</td><td> 0.13074358</td><td>-0.265026399</td><td>-0.333425473</td><td>⋯</td><td>        NaN</td><td>        NaN</td><td>          NaN</td><td>         NaN</td><td>         NaN</td><td>       NaN</td><td> 0.108238427</td><td>        NaN</td><td>        NaN</td><td>         NaN</td></tr>\n",
       "\t<tr><th scope=row>⋮</th><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋱</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><th scope=row>Q9Y371</th><td>-0.56996226</td><td>-0.57604755</td><td>-0.3389993</td><td>-0.58514595</td><td>-0.70401065</td><td>-0.616572067</td><td>-1.40789973</td><td>-0.66373277</td><td>-2.22945282</td><td>-1.02437079</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y394</th><td> 0.22629954</td><td> 0.22817208</td><td> 0.3426714</td><td> 0.05695320</td><td> 0.02738025</td><td>-0.117053438</td><td>-0.08983881</td><td> 0.34086259</td><td> 0.26047570</td><td> 0.04533414</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y3A3</th><td> 0.49188310</td><td> 0.33037178</td><td> 0.4734387</td><td> 0.60530969</td><td>-0.41196750</td><td> 0.397937574</td><td>-1.43449437</td><td> 0.58720374</td><td>-0.93371978</td><td>-0.70680882</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y3A6</th><td>-1.02682096</td><td>-0.08330348</td><td>-0.1326417</td><td>-0.51332185</td><td>-0.90173477</td><td>         NaN</td><td>-0.67053062</td><td>-0.61198963</td><td>-0.77560650</td><td>-0.37510688</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y3B3</th><td> 0.68537049</td><td> 0.62677099</td><td> 0.2997844</td><td> 0.59882464</td><td> 0.90006043</td><td>-0.002278786</td><td>-0.12105414</td><td> 0.69245312</td><td> 0.47409059</td><td> 0.49058723</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y3E0</th><td>-0.15234030</td><td>-0.62890760</td><td>-0.2647793</td><td>-0.22184310</td><td>-0.36806248</td><td>-0.856310904</td><td>-0.90821050</td><td>-0.34408903</td><td>-0.32812606</td><td>-1.05019947</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y3F4</th><td> 0.31276149</td><td> 0.05856274</td><td>-0.4191776</td><td> 0.29093633</td><td> 0.22894221</td><td> 0.278648033</td><td>-0.66665764</td><td> 0.14450410</td><td>-0.38839342</td><td>-0.23786577</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y3I0</th><td>-0.46500385</td><td>-0.34206019</td><td>-0.5088111</td><td>-0.55232967</td><td>-0.21949590</td><td>-0.408418969</td><td>-2.02981500</td><td>-0.47532402</td><td>-1.80488345</td><td>-0.97521952</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y3P9</th><td>-0.76382184</td><td>-0.71238548</td><td>-1.5901006</td><td>-0.48019713</td><td>-0.10220987</td><td>-2.252004918</td><td>-1.45812137</td><td>-0.65954025</td><td>-1.42546671</td><td>-0.90384823</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y3Q8</th><td>-0.79338130</td><td>        NaN</td><td>-2.3368424</td><td>-1.12242743</td><td>-0.65658215</td><td>-0.865534721</td><td>        NaN</td><td>-0.41720506</td><td>        NaN</td><td>        NaN</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y4D1</th><td> 0.12525308</td><td> 0.12866560</td><td> 0.2840309</td><td>-0.02039429</td><td> 0.07172785</td><td> 0.229091974</td><td> 0.01471735</td><td>-0.09988682</td><td>-0.09610691</td><td> 0.09765541</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y4H4</th><td>-0.38699569</td><td>-0.07350822</td><td> 0.1341064</td><td>-1.02345955</td><td>-0.86902639</td><td>-0.909761441</td><td>        NaN</td><td>-0.15526642</td><td>        NaN</td><td>-0.77545366</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y4I1</th><td>-0.56815762</td><td>-0.44611423</td><td>-0.4375444</td><td>-0.69024770</td><td>-0.42929808</td><td> 0.325091965</td><td>        NaN</td><td>-0.80876901</td><td>-1.63793150</td><td>-0.82282925</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y4L1</th><td> 0.84677961</td><td> 0.54319469</td><td> 0.4199988</td><td> 0.79181838</td><td> 1.21643161</td><td> 0.440423144</td><td> 0.20836057</td><td> 0.67221809</td><td> 0.27024550</td><td> 0.15872779</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y512</th><td>-0.28665007</td><td>-0.33738082</td><td>-0.1741660</td><td>-0.46490041</td><td>-0.18036261</td><td>-2.381322266</td><td>-2.10769003</td><td>-0.21524447</td><td>-0.51155364</td><td>-0.54539198</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y5K6</th><td> 0.13661421</td><td>-0.23290218</td><td>-0.4328049</td><td>-0.18185105</td><td> 0.17419470</td><td>-0.095902431</td><td>-1.44765737</td><td>-0.22561097</td><td>-0.44548247</td><td>-0.35121772</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y5M8</th><td>-1.29267594</td><td>-0.55831363</td><td>-0.3206741</td><td>-0.87255530</td><td>-0.73532739</td><td>         NaN</td><td>-1.32894391</td><td>-0.89913704</td><td>        NaN</td><td>-0.59050913</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y5S1</th><td>        NaN</td><td>-1.07085515</td><td>-0.8048289</td><td>-0.61561185</td><td>-1.81183143</td><td>-0.716241380</td><td>-0.05560331</td><td>        NaN</td><td>-0.39344052</td><td> 0.11500720</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y5S2</th><td>-0.07470534</td><td>-0.14574594</td><td>-0.1395460</td><td>-0.23362607</td><td>-0.27327148</td><td>-0.765562337</td><td>-0.71000637</td><td>-0.19615480</td><td>-0.31690078</td><td>-0.09320601</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y5U9</th><td> 0.10611231</td><td>-0.15780160</td><td>-0.1469831</td><td> 0.01221197</td><td> 0.12562897</td><td>-0.266212025</td><td>-0.34297520</td><td> 0.13815499</td><td>-0.01707168</td><td>-0.06526738</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y5X1</th><td>-0.54112363</td><td>-0.68076650</td><td>-1.2790087</td><td>-0.26765456</td><td>-0.42271765</td><td>-1.043948475</td><td>-1.09824555</td><td>-0.70997143</td><td>-1.04532289</td><td>-1.20635655</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y5X3</th><td>-0.83039710</td><td>-0.51729773</td><td>-0.6633608</td><td>-0.24770230</td><td>-0.79927370</td><td> 0.171371019</td><td>-0.59870917</td><td>-0.40750869</td><td>-0.07563812</td><td>-0.59508778</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y5Y2</th><td>-1.27789318</td><td>        NaN</td><td>-1.8241609</td><td>-1.90823061</td><td>-0.61162412</td><td>         NaN</td><td>        NaN</td><td>-1.43768792</td><td>        NaN</td><td>        NaN</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y613</th><td> 0.80131756</td><td> 0.62278809</td><td> 0.4204752</td><td> 0.76173488</td><td> 0.92183193</td><td> 0.583895492</td><td> 0.28077638</td><td> 0.75878178</td><td> 0.48723180</td><td> 0.47406924</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y678</th><td> 0.45780681</td><td> 0.05692410</td><td>-0.1339708</td><td> 0.50104494</td><td> 0.63597500</td><td> 0.297118262</td><td>-0.38411953</td><td> 0.49191564</td><td>-0.13808701</td><td>-0.12165639</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y6B6</th><td>-1.33730514</td><td>        NaN</td><td>       NaN</td><td>-1.74393456</td><td>-0.66330962</td><td>         NaN</td><td>        NaN</td><td>-1.65457715</td><td>        NaN</td><td>        NaN</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y6M1</th><td>-1.04001094</td><td>-1.17442584</td><td>       NaN</td><td>-1.46531902</td><td>-1.03296457</td><td>         NaN</td><td>        NaN</td><td>-1.49034588</td><td>        NaN</td><td>        NaN</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y6M9</th><td>-0.35410571</td><td> 0.28315903</td><td> 0.2553203</td><td>-0.28556565</td><td>-0.90320637</td><td>-0.685642777</td><td> 0.40894139</td><td>-0.15838315</td><td> 0.22377208</td><td> 0.01953476</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y6W5</th><td>-0.29383311</td><td>-0.41506879</td><td>-0.4377946</td><td>-0.29051428</td><td> 0.04537513</td><td>-1.971553529</td><td>-0.69362026</td><td>-0.38396114</td><td>-0.60291430</td><td> 0.12812202</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>Q9Y6Y8</th><td>-0.81509067</td><td>        NaN</td><td>-1.1379246</td><td>-1.29381130</td><td>-1.08518795</td><td>-2.918815230</td><td>        NaN</td><td>-1.49231463</td><td>-1.52719329</td><td>-1.20060916</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 1985 × 177\n",
       "\\begin{tabular}{r|lllllllllllllllllllll}\n",
       "  & BIE.S.Pre & BIH.S.Pre & BIP.S.Pre & BJE.R.Pre & BJK.R.Pre & BJW.S.Pre & BKU.R.Pre & BLZ.R.Pre & BMD.S.Pre & BMS.S.Pre & ⋯ & MS194879LUM\\_goncalo\\_lyden\\_127\\_Plasma\\_a & MS194879LUM\\_goncalo\\_lyden\\_128\\_Plasma\\_a & MS194879LUM\\_goncalo\\_lyden\\_130\\_Plasma\\_a & MS194879LUM\\_goncalo\\_lyden\\_131\\_Plasma\\_a & MS194879LUM\\_goncalo\\_lyden\\_135\\_Plasma\\_a & MS194879LUM\\_goncalo\\_lyden\\_137\\_Plasma\\_a & MS194879LUM\\_goncalo\\_lyden\\_141\\_Plasma\\_a & MS194879LUM\\_goncalo\\_lyden\\_142\\_Plasma\\_a & NS172995QEp\\_Ayuko\\_Lyden\\_CTRL63\\_plasma & NS172995QEp\\_Ayuko\\_Lyden\\_CTRL64\\_plasma\\\\\n",
       "  & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & ⋯ & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
       "\\hline\n",
       "\tA0A075B6H7 &         NaN &          NaN &         NaN &         NaN &         NaN &  0.99917412 &         NaN &         NaN &          NaN &          NaN & ⋯ &  0.66921895 &  0.74430161 &  0.7713249238 & -1.314656997 &          NaN &        NaN &  0.704960971 &  0.94882715 &  0.24308116 &  0.601090339\\\\\n",
       "\tA0A075B6K4 & -1.03296940 & -0.269835735 &  0.43719494 &  0.28351385 & -2.12158462 &  0.56015443 &  0.14221203 & -0.65796596 & -0.007610794 &  0.450674252 & ⋯ &  0.78936345 &  0.70356015 &  0.6334442362 &  0.344533926 &  0.145739972 &  0.4484975 &  0.477062749 &  0.93408117 &  0.80109638 &  0.038539410\\\\\n",
       "\tA0A075B6K5 & -0.69962264 &          NaN &  0.23780140 & -0.23049889 &         NaN &  0.07069323 &  0.45260116 & -0.29489529 &  0.340674723 & -0.098994358 & ⋯ &  0.32005760 &  0.23968322 &  0.3681125829 &  0.338540073 & -0.178119785 &  0.4411309 &  0.756089852 & -0.03029369 &         NaN & -0.901555902\\\\\n",
       "\tA0A075B6S5 &         NaN &          NaN &         NaN & -0.72175586 &         NaN &         NaN & -0.31023370 &         NaN & -0.506351246 &  0.527662294 & ⋯ & -0.24410722 &  0.04012888 & -0.1233828457 &  0.136631959 & -0.123635736 & -0.5772297 &  0.100775765 &  0.06116606 & -0.70748551 & -0.725270922\\\\\n",
       "\tA0A0A0MS15 & -0.75721939 & -1.026710877 &  0.33059032 &  0.39039600 &         NaN & -0.16274661 &  0.37290530 &  0.59536602 &  0.928908883 & -0.229737943 & ⋯ &  0.74465245 &  1.18819525 &  0.9137313322 &  1.086177099 &  0.383396746 &  0.6857646 &  1.267647603 &  1.35505776 &  0.07654108 & -0.759493963\\\\\n",
       "\tA0A0B4J1U3 & -1.07619462 &          NaN &         NaN & -0.72054305 & -1.39267574 & -0.51402202 & -0.78628757 & -1.89839149 & -0.915328606 &          NaN & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN & -1.191426560 &         NaN &         NaN &          NaN\\\\\n",
       "\tA0A0B4J1V0 &         NaN &  0.904819216 &  0.75711337 &         NaN &         NaN &         NaN &  0.40718827 &         NaN &  0.497517218 &  0.974502195 & ⋯ &  0.65291242 &  1.08376402 &  0.7876619488 &  0.948757492 &  0.274593160 &  0.5545969 &  1.126627574 &  1.23958170 &  0.76260493 & -0.191098817\\\\\n",
       "\tA0A0B4J1V6 &         NaN &          NaN &         NaN &         NaN &         NaN &         NaN &         NaN &         NaN &          NaN &  0.351257498 & ⋯ &  0.64989809 &  1.06787174 &  0.7806200161 &  0.936900492 &  0.292684198 &  0.5545212 &  1.099196569 &  1.21903211 &  0.69131706 & -0.994906019\\\\\n",
       "\tA0A0C4DH31 &         NaN & -0.959845772 & -0.32623469 & -1.37931216 &  0.16871329 & -0.18985780 & -0.80308105 &         NaN & -1.752361771 & -0.712393631 & ⋯ &         NaN &  0.31319790 &           NaN &  0.128154745 & -0.230122500 & -0.2336968 & -0.007521818 &  0.69402989 & -0.29173047 &  0.003667616\\\\\n",
       "\tA0A0C4DH33 & -1.35114709 & -0.502897745 & -1.07932958 & -1.44888218 & -2.15188324 & -0.48460659 & -0.43521075 & -1.53557816 &  0.469085064 & -0.881322089 & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN &          NaN &         NaN &         NaN &          NaN\\\\\n",
       "\tA0A0C4DH35 & -0.13183173 & -0.364845877 & -0.15699150 & -0.08773658 & -0.98655948 &  0.65716932 & -0.03431629 &  0.19797918 &  0.763388879 &  0.153652830 & ⋯ &  0.16161138 &  0.19142999 &  0.1401826771 &  0.009153029 &  0.040291371 & -0.2647809 &  0.452436810 &  0.28525432 &         NaN &  0.571416339\\\\\n",
       "\tA0A0C4DH38 &  0.56121441 &  0.194630815 &  0.45720481 &  0.32825752 &  0.04974910 &  1.00849310 &  0.16126588 &  0.10586037 &  1.257110139 &  0.461451858 & ⋯ &  0.65454350 &  0.72736314 &  0.2458280543 &  0.365153890 &  0.359857598 &  0.2457340 &  0.613302424 &  1.05568110 &  0.78623179 &  0.506961213\\\\\n",
       "\tA0A0C4DH67 & -0.19096911 & -0.994542172 &  0.21214028 & -0.31049809 & -0.01869532 &  0.08891520 & -0.82877269 & -0.53879156 & -0.139889107 &  1.192575621 & ⋯ &  0.04405595 &  0.16938161 & -0.0007523882 &  0.269793096 & -0.001015521 & -0.4729802 &  0.232484715 &  0.12137288 &         NaN & -0.674416991\\\\\n",
       "\tA0A0C4DH68 & -1.07899809 &          NaN & -0.29010095 & -0.83077692 & -0.49651235 &  0.15304357 & -0.48038636 & -0.88169833 & -0.042026622 &  1.116659572 & ⋯ &  0.69873565 &  0.66114081 &  0.3265429062 & -0.122121504 &  0.123662708 & -0.3774637 &  0.297411720 &  0.62200839 &  0.39720963 &  0.027257001\\\\\n",
       "\tA0A0J9YX35 &         NaN & -0.959146302 & -0.25806625 &  1.42575884 & -0.65310672 &  0.68478090 & -0.22946439 & -0.18422893 &  1.124519363 &  1.190429318 & ⋯ &  0.64570641 &  1.02322848 &  0.7575242414 &  0.944856762 & -0.666548596 &  0.6006923 &  1.116537715 &  1.18052773 & -1.17963352 &          NaN\\\\\n",
       "\tA6NHL2 &  0.02649859 &  0.057043112 &  0.21350820 & -0.13896508 & -0.62012891 & -0.72885543 & -0.56311823 & -0.13568580 & -0.246481364 & -0.009567851 & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN &  0.138380329 &         NaN &         NaN &          NaN\\\\\n",
       "\tB9A064 &  1.51453535 &  1.686631138 &  1.83435773 &  1.68481598 &  0.75444190 &  1.85364144 &  1.78427042 &  1.63070709 &  1.796659846 &  1.769940451 & ⋯ &  1.67690340 &  1.94131846 &  1.6187117664 &  1.716897705 &  1.512665112 &  1.2906746 &  2.124392961 &  1.96489582 &  1.72146647 &  1.722338652\\\\\n",
       "\tO00151 &  0.25592338 & -0.173673613 & -0.27161465 &  0.19015478 &  0.30155468 &  0.05534137 & -0.31214375 &  0.19836810 & -0.217650405 & -0.703508974 & ⋯ &         NaN &         NaN & -1.0260574596 &          NaN &          NaN &        NaN &  0.465427375 &         NaN &         NaN &          NaN\\\\\n",
       "\tO00161 &  0.28559116 & -0.006270481 &  0.13637670 &  0.11244651 &  0.22823263 &  0.12707064 & -0.11530853 &  0.30331910 & -0.212240477 &  0.249362160 & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN & -0.216305147 &         NaN &         NaN &          NaN\\\\\n",
       "\tO00187 & -0.59478289 & -0.001549682 & -0.02763819 &  0.50990584 & -0.74979050 &  0.18214613 &  0.21806310 & -0.54564894 &  0.234332356 &  0.378374053 & ⋯ &  0.87198051 &         NaN & -0.1814323380 &          NaN &  0.137845823 &  0.1139436 &          NaN &         NaN & -0.03531354 &  0.385961894\\\\\n",
       "\tO00194 &  0.56844092 &  0.344928190 &  0.41105404 &  0.44577706 &  0.64819550 &  0.13606723 &  0.16622745 &  0.55101419 &  0.279281416 &  0.307585426 & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN &  0.076851796 &         NaN &         NaN &          NaN\\\\\n",
       "\tO00299 &  0.12917706 & -0.207345872 & -0.13021263 &  0.16872128 &  0.34086586 &  0.35161050 & -0.43937298 &  0.09236066 & -0.239975855 &  0.105848862 & ⋯ &         NaN & -0.42363481 & -0.0517886860 &          NaN & -0.502261284 &        NaN &  0.235894045 &         NaN &         NaN &          NaN\\\\\n",
       "\tO00391 & -0.56950966 & -1.086743637 & -1.03463854 & -1.35225162 & -1.55788829 & -0.94712546 & -0.83441632 & -1.39024887 & -0.900045796 & -1.049495642 & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN &          NaN &         NaN &         NaN &          NaN\\\\\n",
       "\tO00429 & -1.07824947 & -1.380975702 & -1.65994480 & -1.23756341 & -0.71414569 & -1.10528891 & -1.62683593 & -1.08046616 & -1.491012263 & -1.443397898 & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN &          NaN &         NaN &         NaN &          NaN\\\\\n",
       "\tO00560 & -1.97760524 &          NaN &         NaN &         NaN & -1.13663348 &         NaN &         NaN &         NaN &          NaN &          NaN & ⋯ & -1.02169369 & -0.57893503 & -0.7446300399 & -0.900398968 & -0.828520783 & -0.4862441 & -0.867915691 & -0.92122087 & -1.51785083 & -1.030248333\\\\\n",
       "\tO14672 & -0.13251056 & -0.039808257 &  0.08177305 & -0.36690648 & -0.48279636 & -0.63370594 & -0.29876343 & -0.19197559 & -0.339894973 & -0.036942388 & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN & -0.623075208 & -0.37776438 &         NaN &          NaN\\\\\n",
       "\tO14791 &  0.08356191 & -0.043107234 &  0.23472751 &  0.29416231 & -0.49678872 &  0.70370776 &  0.78637689 & -0.01955149 &  0.782266256 &  0.563188118 & ⋯ &  0.65903450 &  0.84311238 &  0.4547859496 &  0.453573566 &  0.679731863 &  0.1784807 &  0.970957331 &  1.24531415 &  0.08650124 &  0.445313451\\\\\n",
       "\tO14818 & -0.04385160 & -0.653287392 & -0.76557106 & -0.05981986 &  0.15150881 & -1.34557494 & -0.65177245 & -0.06130009 & -0.655883529 & -0.762077043 & ⋯ & -0.63927036 & -0.40883976 &           NaN &          NaN &          NaN &        NaN &          NaN & -0.83990665 & -1.08726804 &          NaN\\\\\n",
       "\tO15143 &  0.42844527 & -0.078000045 & -0.09789338 &  0.27022332 &  0.71181996 &  0.14390242 & -0.06467998 &  0.31182717 & -0.047621377 & -0.132101730 & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN & -0.090745245 & -1.20936688 &         NaN &          NaN\\\\\n",
       "\tO15144 &  0.19470420 & -0.214609043 & -0.39299326 &  0.02954404 &  0.26729662 & -0.07927066 & -0.38326424 &  0.13074358 & -0.265026399 & -0.333425473 & ⋯ &         NaN &         NaN &           NaN &          NaN &          NaN &        NaN &  0.108238427 &         NaN &         NaN &          NaN\\\\\n",
       "\t⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋱ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\tQ9Y371 & -0.56996226 & -0.57604755 & -0.3389993 & -0.58514595 & -0.70401065 & -0.616572067 & -1.40789973 & -0.66373277 & -2.22945282 & -1.02437079 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y394 &  0.22629954 &  0.22817208 &  0.3426714 &  0.05695320 &  0.02738025 & -0.117053438 & -0.08983881 &  0.34086259 &  0.26047570 &  0.04533414 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y3A3 &  0.49188310 &  0.33037178 &  0.4734387 &  0.60530969 & -0.41196750 &  0.397937574 & -1.43449437 &  0.58720374 & -0.93371978 & -0.70680882 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y3A6 & -1.02682096 & -0.08330348 & -0.1326417 & -0.51332185 & -0.90173477 &          NaN & -0.67053062 & -0.61198963 & -0.77560650 & -0.37510688 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y3B3 &  0.68537049 &  0.62677099 &  0.2997844 &  0.59882464 &  0.90006043 & -0.002278786 & -0.12105414 &  0.69245312 &  0.47409059 &  0.49058723 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y3E0 & -0.15234030 & -0.62890760 & -0.2647793 & -0.22184310 & -0.36806248 & -0.856310904 & -0.90821050 & -0.34408903 & -0.32812606 & -1.05019947 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y3F4 &  0.31276149 &  0.05856274 & -0.4191776 &  0.29093633 &  0.22894221 &  0.278648033 & -0.66665764 &  0.14450410 & -0.38839342 & -0.23786577 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y3I0 & -0.46500385 & -0.34206019 & -0.5088111 & -0.55232967 & -0.21949590 & -0.408418969 & -2.02981500 & -0.47532402 & -1.80488345 & -0.97521952 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y3P9 & -0.76382184 & -0.71238548 & -1.5901006 & -0.48019713 & -0.10220987 & -2.252004918 & -1.45812137 & -0.65954025 & -1.42546671 & -0.90384823 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y3Q8 & -0.79338130 &         NaN & -2.3368424 & -1.12242743 & -0.65658215 & -0.865534721 &         NaN & -0.41720506 &         NaN &         NaN & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y4D1 &  0.12525308 &  0.12866560 &  0.2840309 & -0.02039429 &  0.07172785 &  0.229091974 &  0.01471735 & -0.09988682 & -0.09610691 &  0.09765541 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y4H4 & -0.38699569 & -0.07350822 &  0.1341064 & -1.02345955 & -0.86902639 & -0.909761441 &         NaN & -0.15526642 &         NaN & -0.77545366 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y4I1 & -0.56815762 & -0.44611423 & -0.4375444 & -0.69024770 & -0.42929808 &  0.325091965 &         NaN & -0.80876901 & -1.63793150 & -0.82282925 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y4L1 &  0.84677961 &  0.54319469 &  0.4199988 &  0.79181838 &  1.21643161 &  0.440423144 &  0.20836057 &  0.67221809 &  0.27024550 &  0.15872779 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y512 & -0.28665007 & -0.33738082 & -0.1741660 & -0.46490041 & -0.18036261 & -2.381322266 & -2.10769003 & -0.21524447 & -0.51155364 & -0.54539198 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y5K6 &  0.13661421 & -0.23290218 & -0.4328049 & -0.18185105 &  0.17419470 & -0.095902431 & -1.44765737 & -0.22561097 & -0.44548247 & -0.35121772 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y5M8 & -1.29267594 & -0.55831363 & -0.3206741 & -0.87255530 & -0.73532739 &          NaN & -1.32894391 & -0.89913704 &         NaN & -0.59050913 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y5S1 &         NaN & -1.07085515 & -0.8048289 & -0.61561185 & -1.81183143 & -0.716241380 & -0.05560331 &         NaN & -0.39344052 &  0.11500720 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y5S2 & -0.07470534 & -0.14574594 & -0.1395460 & -0.23362607 & -0.27327148 & -0.765562337 & -0.71000637 & -0.19615480 & -0.31690078 & -0.09320601 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y5U9 &  0.10611231 & -0.15780160 & -0.1469831 &  0.01221197 &  0.12562897 & -0.266212025 & -0.34297520 &  0.13815499 & -0.01707168 & -0.06526738 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y5X1 & -0.54112363 & -0.68076650 & -1.2790087 & -0.26765456 & -0.42271765 & -1.043948475 & -1.09824555 & -0.70997143 & -1.04532289 & -1.20635655 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y5X3 & -0.83039710 & -0.51729773 & -0.6633608 & -0.24770230 & -0.79927370 &  0.171371019 & -0.59870917 & -0.40750869 & -0.07563812 & -0.59508778 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y5Y2 & -1.27789318 &         NaN & -1.8241609 & -1.90823061 & -0.61162412 &          NaN &         NaN & -1.43768792 &         NaN &         NaN & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y613 &  0.80131756 &  0.62278809 &  0.4204752 &  0.76173488 &  0.92183193 &  0.583895492 &  0.28077638 &  0.75878178 &  0.48723180 &  0.47406924 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y678 &  0.45780681 &  0.05692410 & -0.1339708 &  0.50104494 &  0.63597500 &  0.297118262 & -0.38411953 &  0.49191564 & -0.13808701 & -0.12165639 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y6B6 & -1.33730514 &         NaN &        NaN & -1.74393456 & -0.66330962 &          NaN &         NaN & -1.65457715 &         NaN &         NaN & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y6M1 & -1.04001094 & -1.17442584 &        NaN & -1.46531902 & -1.03296457 &          NaN &         NaN & -1.49034588 &         NaN &         NaN & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y6M9 & -0.35410571 &  0.28315903 &  0.2553203 & -0.28556565 & -0.90320637 & -0.685642777 &  0.40894139 & -0.15838315 &  0.22377208 &  0.01953476 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y6W5 & -0.29383311 & -0.41506879 & -0.4377946 & -0.29051428 &  0.04537513 & -1.971553529 & -0.69362026 & -0.38396114 & -0.60291430 &  0.12812202 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\tQ9Y6Y8 & -0.81509067 &         NaN & -1.1379246 & -1.29381130 & -1.08518795 & -2.918815230 &         NaN & -1.49231463 & -1.52719329 & -1.20060916 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 1985 × 177\n",
       "\n",
       "| <!--/--> | BIE.S.Pre &lt;dbl&gt; | BIH.S.Pre &lt;dbl&gt; | BIP.S.Pre &lt;dbl&gt; | BJE.R.Pre &lt;dbl&gt; | BJK.R.Pre &lt;dbl&gt; | BJW.S.Pre &lt;dbl&gt; | BKU.R.Pre &lt;dbl&gt; | BLZ.R.Pre &lt;dbl&gt; | BMD.S.Pre &lt;dbl&gt; | BMS.S.Pre &lt;dbl&gt; | ⋯ ⋯ | MS194879LUM_goncalo_lyden_127_Plasma_a &lt;dbl&gt; | MS194879LUM_goncalo_lyden_128_Plasma_a &lt;dbl&gt; | MS194879LUM_goncalo_lyden_130_Plasma_a &lt;dbl&gt; | MS194879LUM_goncalo_lyden_131_Plasma_a &lt;dbl&gt; | MS194879LUM_goncalo_lyden_135_Plasma_a &lt;dbl&gt; | MS194879LUM_goncalo_lyden_137_Plasma_a &lt;dbl&gt; | MS194879LUM_goncalo_lyden_141_Plasma_a &lt;dbl&gt; | MS194879LUM_goncalo_lyden_142_Plasma_a &lt;dbl&gt; | NS172995QEp_Ayuko_Lyden_CTRL63_plasma &lt;dbl&gt; | NS172995QEp_Ayuko_Lyden_CTRL64_plasma &lt;dbl&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| A0A075B6H7 |         NaN |          NaN |         NaN |         NaN |         NaN |  0.99917412 |         NaN |         NaN |          NaN |          NaN | ⋯ |  0.66921895 |  0.74430161 |  0.7713249238 | -1.314656997 |          NaN |        NaN |  0.704960971 |  0.94882715 |  0.24308116 |  0.601090339 |\n",
       "| A0A075B6K4 | -1.03296940 | -0.269835735 |  0.43719494 |  0.28351385 | -2.12158462 |  0.56015443 |  0.14221203 | -0.65796596 | -0.007610794 |  0.450674252 | ⋯ |  0.78936345 |  0.70356015 |  0.6334442362 |  0.344533926 |  0.145739972 |  0.4484975 |  0.477062749 |  0.93408117 |  0.80109638 |  0.038539410 |\n",
       "| A0A075B6K5 | -0.69962264 |          NaN |  0.23780140 | -0.23049889 |         NaN |  0.07069323 |  0.45260116 | -0.29489529 |  0.340674723 | -0.098994358 | ⋯ |  0.32005760 |  0.23968322 |  0.3681125829 |  0.338540073 | -0.178119785 |  0.4411309 |  0.756089852 | -0.03029369 |         NaN | -0.901555902 |\n",
       "| A0A075B6S5 |         NaN |          NaN |         NaN | -0.72175586 |         NaN |         NaN | -0.31023370 |         NaN | -0.506351246 |  0.527662294 | ⋯ | -0.24410722 |  0.04012888 | -0.1233828457 |  0.136631959 | -0.123635736 | -0.5772297 |  0.100775765 |  0.06116606 | -0.70748551 | -0.725270922 |\n",
       "| A0A0A0MS15 | -0.75721939 | -1.026710877 |  0.33059032 |  0.39039600 |         NaN | -0.16274661 |  0.37290530 |  0.59536602 |  0.928908883 | -0.229737943 | ⋯ |  0.74465245 |  1.18819525 |  0.9137313322 |  1.086177099 |  0.383396746 |  0.6857646 |  1.267647603 |  1.35505776 |  0.07654108 | -0.759493963 |\n",
       "| A0A0B4J1U3 | -1.07619462 |          NaN |         NaN | -0.72054305 | -1.39267574 | -0.51402202 | -0.78628757 | -1.89839149 | -0.915328606 |          NaN | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN | -1.191426560 |         NaN |         NaN |          NaN |\n",
       "| A0A0B4J1V0 |         NaN |  0.904819216 |  0.75711337 |         NaN |         NaN |         NaN |  0.40718827 |         NaN |  0.497517218 |  0.974502195 | ⋯ |  0.65291242 |  1.08376402 |  0.7876619488 |  0.948757492 |  0.274593160 |  0.5545969 |  1.126627574 |  1.23958170 |  0.76260493 | -0.191098817 |\n",
       "| A0A0B4J1V6 |         NaN |          NaN |         NaN |         NaN |         NaN |         NaN |         NaN |         NaN |          NaN |  0.351257498 | ⋯ |  0.64989809 |  1.06787174 |  0.7806200161 |  0.936900492 |  0.292684198 |  0.5545212 |  1.099196569 |  1.21903211 |  0.69131706 | -0.994906019 |\n",
       "| A0A0C4DH31 |         NaN | -0.959845772 | -0.32623469 | -1.37931216 |  0.16871329 | -0.18985780 | -0.80308105 |         NaN | -1.752361771 | -0.712393631 | ⋯ |         NaN |  0.31319790 |           NaN |  0.128154745 | -0.230122500 | -0.2336968 | -0.007521818 |  0.69402989 | -0.29173047 |  0.003667616 |\n",
       "| A0A0C4DH33 | -1.35114709 | -0.502897745 | -1.07932958 | -1.44888218 | -2.15188324 | -0.48460659 | -0.43521075 | -1.53557816 |  0.469085064 | -0.881322089 | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN |          NaN |         NaN |         NaN |          NaN |\n",
       "| A0A0C4DH35 | -0.13183173 | -0.364845877 | -0.15699150 | -0.08773658 | -0.98655948 |  0.65716932 | -0.03431629 |  0.19797918 |  0.763388879 |  0.153652830 | ⋯ |  0.16161138 |  0.19142999 |  0.1401826771 |  0.009153029 |  0.040291371 | -0.2647809 |  0.452436810 |  0.28525432 |         NaN |  0.571416339 |\n",
       "| A0A0C4DH38 |  0.56121441 |  0.194630815 |  0.45720481 |  0.32825752 |  0.04974910 |  1.00849310 |  0.16126588 |  0.10586037 |  1.257110139 |  0.461451858 | ⋯ |  0.65454350 |  0.72736314 |  0.2458280543 |  0.365153890 |  0.359857598 |  0.2457340 |  0.613302424 |  1.05568110 |  0.78623179 |  0.506961213 |\n",
       "| A0A0C4DH67 | -0.19096911 | -0.994542172 |  0.21214028 | -0.31049809 | -0.01869532 |  0.08891520 | -0.82877269 | -0.53879156 | -0.139889107 |  1.192575621 | ⋯ |  0.04405595 |  0.16938161 | -0.0007523882 |  0.269793096 | -0.001015521 | -0.4729802 |  0.232484715 |  0.12137288 |         NaN | -0.674416991 |\n",
       "| A0A0C4DH68 | -1.07899809 |          NaN | -0.29010095 | -0.83077692 | -0.49651235 |  0.15304357 | -0.48038636 | -0.88169833 | -0.042026622 |  1.116659572 | ⋯ |  0.69873565 |  0.66114081 |  0.3265429062 | -0.122121504 |  0.123662708 | -0.3774637 |  0.297411720 |  0.62200839 |  0.39720963 |  0.027257001 |\n",
       "| A0A0J9YX35 |         NaN | -0.959146302 | -0.25806625 |  1.42575884 | -0.65310672 |  0.68478090 | -0.22946439 | -0.18422893 |  1.124519363 |  1.190429318 | ⋯ |  0.64570641 |  1.02322848 |  0.7575242414 |  0.944856762 | -0.666548596 |  0.6006923 |  1.116537715 |  1.18052773 | -1.17963352 |          NaN |\n",
       "| A6NHL2 |  0.02649859 |  0.057043112 |  0.21350820 | -0.13896508 | -0.62012891 | -0.72885543 | -0.56311823 | -0.13568580 | -0.246481364 | -0.009567851 | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN |  0.138380329 |         NaN |         NaN |          NaN |\n",
       "| B9A064 |  1.51453535 |  1.686631138 |  1.83435773 |  1.68481598 |  0.75444190 |  1.85364144 |  1.78427042 |  1.63070709 |  1.796659846 |  1.769940451 | ⋯ |  1.67690340 |  1.94131846 |  1.6187117664 |  1.716897705 |  1.512665112 |  1.2906746 |  2.124392961 |  1.96489582 |  1.72146647 |  1.722338652 |\n",
       "| O00151 |  0.25592338 | -0.173673613 | -0.27161465 |  0.19015478 |  0.30155468 |  0.05534137 | -0.31214375 |  0.19836810 | -0.217650405 | -0.703508974 | ⋯ |         NaN |         NaN | -1.0260574596 |          NaN |          NaN |        NaN |  0.465427375 |         NaN |         NaN |          NaN |\n",
       "| O00161 |  0.28559116 | -0.006270481 |  0.13637670 |  0.11244651 |  0.22823263 |  0.12707064 | -0.11530853 |  0.30331910 | -0.212240477 |  0.249362160 | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN | -0.216305147 |         NaN |         NaN |          NaN |\n",
       "| O00187 | -0.59478289 | -0.001549682 | -0.02763819 |  0.50990584 | -0.74979050 |  0.18214613 |  0.21806310 | -0.54564894 |  0.234332356 |  0.378374053 | ⋯ |  0.87198051 |         NaN | -0.1814323380 |          NaN |  0.137845823 |  0.1139436 |          NaN |         NaN | -0.03531354 |  0.385961894 |\n",
       "| O00194 |  0.56844092 |  0.344928190 |  0.41105404 |  0.44577706 |  0.64819550 |  0.13606723 |  0.16622745 |  0.55101419 |  0.279281416 |  0.307585426 | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN |  0.076851796 |         NaN |         NaN |          NaN |\n",
       "| O00299 |  0.12917706 | -0.207345872 | -0.13021263 |  0.16872128 |  0.34086586 |  0.35161050 | -0.43937298 |  0.09236066 | -0.239975855 |  0.105848862 | ⋯ |         NaN | -0.42363481 | -0.0517886860 |          NaN | -0.502261284 |        NaN |  0.235894045 |         NaN |         NaN |          NaN |\n",
       "| O00391 | -0.56950966 | -1.086743637 | -1.03463854 | -1.35225162 | -1.55788829 | -0.94712546 | -0.83441632 | -1.39024887 | -0.900045796 | -1.049495642 | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN |          NaN |         NaN |         NaN |          NaN |\n",
       "| O00429 | -1.07824947 | -1.380975702 | -1.65994480 | -1.23756341 | -0.71414569 | -1.10528891 | -1.62683593 | -1.08046616 | -1.491012263 | -1.443397898 | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN |          NaN |         NaN |         NaN |          NaN |\n",
       "| O00560 | -1.97760524 |          NaN |         NaN |         NaN | -1.13663348 |         NaN |         NaN |         NaN |          NaN |          NaN | ⋯ | -1.02169369 | -0.57893503 | -0.7446300399 | -0.900398968 | -0.828520783 | -0.4862441 | -0.867915691 | -0.92122087 | -1.51785083 | -1.030248333 |\n",
       "| O14672 | -0.13251056 | -0.039808257 |  0.08177305 | -0.36690648 | -0.48279636 | -0.63370594 | -0.29876343 | -0.19197559 | -0.339894973 | -0.036942388 | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN | -0.623075208 | -0.37776438 |         NaN |          NaN |\n",
       "| O14791 |  0.08356191 | -0.043107234 |  0.23472751 |  0.29416231 | -0.49678872 |  0.70370776 |  0.78637689 | -0.01955149 |  0.782266256 |  0.563188118 | ⋯ |  0.65903450 |  0.84311238 |  0.4547859496 |  0.453573566 |  0.679731863 |  0.1784807 |  0.970957331 |  1.24531415 |  0.08650124 |  0.445313451 |\n",
       "| O14818 | -0.04385160 | -0.653287392 | -0.76557106 | -0.05981986 |  0.15150881 | -1.34557494 | -0.65177245 | -0.06130009 | -0.655883529 | -0.762077043 | ⋯ | -0.63927036 | -0.40883976 |           NaN |          NaN |          NaN |        NaN |          NaN | -0.83990665 | -1.08726804 |          NaN |\n",
       "| O15143 |  0.42844527 | -0.078000045 | -0.09789338 |  0.27022332 |  0.71181996 |  0.14390242 | -0.06467998 |  0.31182717 | -0.047621377 | -0.132101730 | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN | -0.090745245 | -1.20936688 |         NaN |          NaN |\n",
       "| O15144 |  0.19470420 | -0.214609043 | -0.39299326 |  0.02954404 |  0.26729662 | -0.07927066 | -0.38326424 |  0.13074358 | -0.265026399 | -0.333425473 | ⋯ |         NaN |         NaN |           NaN |          NaN |          NaN |        NaN |  0.108238427 |         NaN |         NaN |          NaN |\n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋱ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
       "| Q9Y371 | -0.56996226 | -0.57604755 | -0.3389993 | -0.58514595 | -0.70401065 | -0.616572067 | -1.40789973 | -0.66373277 | -2.22945282 | -1.02437079 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y394 |  0.22629954 |  0.22817208 |  0.3426714 |  0.05695320 |  0.02738025 | -0.117053438 | -0.08983881 |  0.34086259 |  0.26047570 |  0.04533414 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y3A3 |  0.49188310 |  0.33037178 |  0.4734387 |  0.60530969 | -0.41196750 |  0.397937574 | -1.43449437 |  0.58720374 | -0.93371978 | -0.70680882 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y3A6 | -1.02682096 | -0.08330348 | -0.1326417 | -0.51332185 | -0.90173477 |          NaN | -0.67053062 | -0.61198963 | -0.77560650 | -0.37510688 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y3B3 |  0.68537049 |  0.62677099 |  0.2997844 |  0.59882464 |  0.90006043 | -0.002278786 | -0.12105414 |  0.69245312 |  0.47409059 |  0.49058723 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y3E0 | -0.15234030 | -0.62890760 | -0.2647793 | -0.22184310 | -0.36806248 | -0.856310904 | -0.90821050 | -0.34408903 | -0.32812606 | -1.05019947 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y3F4 |  0.31276149 |  0.05856274 | -0.4191776 |  0.29093633 |  0.22894221 |  0.278648033 | -0.66665764 |  0.14450410 | -0.38839342 | -0.23786577 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y3I0 | -0.46500385 | -0.34206019 | -0.5088111 | -0.55232967 | -0.21949590 | -0.408418969 | -2.02981500 | -0.47532402 | -1.80488345 | -0.97521952 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y3P9 | -0.76382184 | -0.71238548 | -1.5901006 | -0.48019713 | -0.10220987 | -2.252004918 | -1.45812137 | -0.65954025 | -1.42546671 | -0.90384823 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y3Q8 | -0.79338130 |         NaN | -2.3368424 | -1.12242743 | -0.65658215 | -0.865534721 |         NaN | -0.41720506 |         NaN |         NaN | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y4D1 |  0.12525308 |  0.12866560 |  0.2840309 | -0.02039429 |  0.07172785 |  0.229091974 |  0.01471735 | -0.09988682 | -0.09610691 |  0.09765541 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y4H4 | -0.38699569 | -0.07350822 |  0.1341064 | -1.02345955 | -0.86902639 | -0.909761441 |         NaN | -0.15526642 |         NaN | -0.77545366 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y4I1 | -0.56815762 | -0.44611423 | -0.4375444 | -0.69024770 | -0.42929808 |  0.325091965 |         NaN | -0.80876901 | -1.63793150 | -0.82282925 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y4L1 |  0.84677961 |  0.54319469 |  0.4199988 |  0.79181838 |  1.21643161 |  0.440423144 |  0.20836057 |  0.67221809 |  0.27024550 |  0.15872779 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y512 | -0.28665007 | -0.33738082 | -0.1741660 | -0.46490041 | -0.18036261 | -2.381322266 | -2.10769003 | -0.21524447 | -0.51155364 | -0.54539198 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y5K6 |  0.13661421 | -0.23290218 | -0.4328049 | -0.18185105 |  0.17419470 | -0.095902431 | -1.44765737 | -0.22561097 | -0.44548247 | -0.35121772 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y5M8 | -1.29267594 | -0.55831363 | -0.3206741 | -0.87255530 | -0.73532739 |          NaN | -1.32894391 | -0.89913704 |         NaN | -0.59050913 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y5S1 |         NaN | -1.07085515 | -0.8048289 | -0.61561185 | -1.81183143 | -0.716241380 | -0.05560331 |         NaN | -0.39344052 |  0.11500720 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y5S2 | -0.07470534 | -0.14574594 | -0.1395460 | -0.23362607 | -0.27327148 | -0.765562337 | -0.71000637 | -0.19615480 | -0.31690078 | -0.09320601 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y5U9 |  0.10611231 | -0.15780160 | -0.1469831 |  0.01221197 |  0.12562897 | -0.266212025 | -0.34297520 |  0.13815499 | -0.01707168 | -0.06526738 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y5X1 | -0.54112363 | -0.68076650 | -1.2790087 | -0.26765456 | -0.42271765 | -1.043948475 | -1.09824555 | -0.70997143 | -1.04532289 | -1.20635655 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y5X3 | -0.83039710 | -0.51729773 | -0.6633608 | -0.24770230 | -0.79927370 |  0.171371019 | -0.59870917 | -0.40750869 | -0.07563812 | -0.59508778 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y5Y2 | -1.27789318 |         NaN | -1.8241609 | -1.90823061 | -0.61162412 |          NaN |         NaN | -1.43768792 |         NaN |         NaN | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y613 |  0.80131756 |  0.62278809 |  0.4204752 |  0.76173488 |  0.92183193 |  0.583895492 |  0.28077638 |  0.75878178 |  0.48723180 |  0.47406924 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y678 |  0.45780681 |  0.05692410 | -0.1339708 |  0.50104494 |  0.63597500 |  0.297118262 | -0.38411953 |  0.49191564 | -0.13808701 | -0.12165639 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y6B6 | -1.33730514 |         NaN |        NaN | -1.74393456 | -0.66330962 |          NaN |         NaN | -1.65457715 |         NaN |         NaN | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y6M1 | -1.04001094 | -1.17442584 |        NaN | -1.46531902 | -1.03296457 |          NaN |         NaN | -1.49034588 |         NaN |         NaN | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y6M9 | -0.35410571 |  0.28315903 |  0.2553203 | -0.28556565 | -0.90320637 | -0.685642777 |  0.40894139 | -0.15838315 |  0.22377208 |  0.01953476 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y6W5 | -0.29383311 | -0.41506879 | -0.4377946 | -0.29051428 |  0.04537513 | -1.971553529 | -0.69362026 | -0.38396114 | -0.60291430 |  0.12812202 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "| Q9Y6Y8 | -0.81509067 |         NaN | -1.1379246 | -1.29381130 | -1.08518795 | -2.918815230 |         NaN | -1.49231463 | -1.52719329 | -1.20060916 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
       "\n"
      ],
      "text/plain": [
       "           BIE.S.Pre   BIH.S.Pre    BIP.S.Pre   BJE.R.Pre   BJK.R.Pre  \n",
       "A0A075B6H7         NaN          NaN         NaN         NaN         NaN\n",
       "A0A075B6K4 -1.03296940 -0.269835735  0.43719494  0.28351385 -2.12158462\n",
       "A0A075B6K5 -0.69962264          NaN  0.23780140 -0.23049889         NaN\n",
       "A0A075B6S5         NaN          NaN         NaN -0.72175586         NaN\n",
       "A0A0A0MS15 -0.75721939 -1.026710877  0.33059032  0.39039600         NaN\n",
       "A0A0B4J1U3 -1.07619462          NaN         NaN -0.72054305 -1.39267574\n",
       "A0A0B4J1V0         NaN  0.904819216  0.75711337         NaN         NaN\n",
       "A0A0B4J1V6         NaN          NaN         NaN         NaN         NaN\n",
       "A0A0C4DH31         NaN -0.959845772 -0.32623469 -1.37931216  0.16871329\n",
       "A0A0C4DH33 -1.35114709 -0.502897745 -1.07932958 -1.44888218 -2.15188324\n",
       "A0A0C4DH35 -0.13183173 -0.364845877 -0.15699150 -0.08773658 -0.98655948\n",
       "A0A0C4DH38  0.56121441  0.194630815  0.45720481  0.32825752  0.04974910\n",
       "A0A0C4DH67 -0.19096911 -0.994542172  0.21214028 -0.31049809 -0.01869532\n",
       "A0A0C4DH68 -1.07899809          NaN -0.29010095 -0.83077692 -0.49651235\n",
       "A0A0J9YX35         NaN -0.959146302 -0.25806625  1.42575884 -0.65310672\n",
       "A6NHL2      0.02649859  0.057043112  0.21350820 -0.13896508 -0.62012891\n",
       "B9A064      1.51453535  1.686631138  1.83435773  1.68481598  0.75444190\n",
       "O00151      0.25592338 -0.173673613 -0.27161465  0.19015478  0.30155468\n",
       "O00161      0.28559116 -0.006270481  0.13637670  0.11244651  0.22823263\n",
       "O00187     -0.59478289 -0.001549682 -0.02763819  0.50990584 -0.74979050\n",
       "O00194      0.56844092  0.344928190  0.41105404  0.44577706  0.64819550\n",
       "O00299      0.12917706 -0.207345872 -0.13021263  0.16872128  0.34086586\n",
       "O00391     -0.56950966 -1.086743637 -1.03463854 -1.35225162 -1.55788829\n",
       "O00429     -1.07824947 -1.380975702 -1.65994480 -1.23756341 -0.71414569\n",
       "O00560     -1.97760524          NaN         NaN         NaN -1.13663348\n",
       "O14672     -0.13251056 -0.039808257  0.08177305 -0.36690648 -0.48279636\n",
       "O14791      0.08356191 -0.043107234  0.23472751  0.29416231 -0.49678872\n",
       "O14818     -0.04385160 -0.653287392 -0.76557106 -0.05981986  0.15150881\n",
       "O15143      0.42844527 -0.078000045 -0.09789338  0.27022332  0.71181996\n",
       "O15144      0.19470420 -0.214609043 -0.39299326  0.02954404  0.26729662\n",
       "⋮          ⋮           ⋮            ⋮           ⋮           ⋮          \n",
       "Q9Y371     -0.56996226 -0.57604755  -0.3389993  -0.58514595 -0.70401065\n",
       "Q9Y394      0.22629954  0.22817208   0.3426714   0.05695320  0.02738025\n",
       "Q9Y3A3      0.49188310  0.33037178   0.4734387   0.60530969 -0.41196750\n",
       "Q9Y3A6     -1.02682096 -0.08330348  -0.1326417  -0.51332185 -0.90173477\n",
       "Q9Y3B3      0.68537049  0.62677099   0.2997844   0.59882464  0.90006043\n",
       "Q9Y3E0     -0.15234030 -0.62890760  -0.2647793  -0.22184310 -0.36806248\n",
       "Q9Y3F4      0.31276149  0.05856274  -0.4191776   0.29093633  0.22894221\n",
       "Q9Y3I0     -0.46500385 -0.34206019  -0.5088111  -0.55232967 -0.21949590\n",
       "Q9Y3P9     -0.76382184 -0.71238548  -1.5901006  -0.48019713 -0.10220987\n",
       "Q9Y3Q8     -0.79338130         NaN  -2.3368424  -1.12242743 -0.65658215\n",
       "Q9Y4D1      0.12525308  0.12866560   0.2840309  -0.02039429  0.07172785\n",
       "Q9Y4H4     -0.38699569 -0.07350822   0.1341064  -1.02345955 -0.86902639\n",
       "Q9Y4I1     -0.56815762 -0.44611423  -0.4375444  -0.69024770 -0.42929808\n",
       "Q9Y4L1      0.84677961  0.54319469   0.4199988   0.79181838  1.21643161\n",
       "Q9Y512     -0.28665007 -0.33738082  -0.1741660  -0.46490041 -0.18036261\n",
       "Q9Y5K6      0.13661421 -0.23290218  -0.4328049  -0.18185105  0.17419470\n",
       "Q9Y5M8     -1.29267594 -0.55831363  -0.3206741  -0.87255530 -0.73532739\n",
       "Q9Y5S1             NaN -1.07085515  -0.8048289  -0.61561185 -1.81183143\n",
       "Q9Y5S2     -0.07470534 -0.14574594  -0.1395460  -0.23362607 -0.27327148\n",
       "Q9Y5U9      0.10611231 -0.15780160  -0.1469831   0.01221197  0.12562897\n",
       "Q9Y5X1     -0.54112363 -0.68076650  -1.2790087  -0.26765456 -0.42271765\n",
       "Q9Y5X3     -0.83039710 -0.51729773  -0.6633608  -0.24770230 -0.79927370\n",
       "Q9Y5Y2     -1.27789318         NaN  -1.8241609  -1.90823061 -0.61162412\n",
       "Q9Y613      0.80131756  0.62278809   0.4204752   0.76173488  0.92183193\n",
       "Q9Y678      0.45780681  0.05692410  -0.1339708   0.50104494  0.63597500\n",
       "Q9Y6B6     -1.33730514         NaN         NaN  -1.74393456 -0.66330962\n",
       "Q9Y6M1     -1.04001094 -1.17442584         NaN  -1.46531902 -1.03296457\n",
       "Q9Y6M9     -0.35410571  0.28315903   0.2553203  -0.28556565 -0.90320637\n",
       "Q9Y6W5     -0.29383311 -0.41506879  -0.4377946  -0.29051428  0.04537513\n",
       "Q9Y6Y8     -0.81509067         NaN  -1.1379246  -1.29381130 -1.08518795\n",
       "           BJW.S.Pre    BKU.R.Pre   BLZ.R.Pre   BMD.S.Pre    BMS.S.Pre    ⋯\n",
       "A0A075B6H7  0.99917412          NaN         NaN          NaN          NaN ⋯\n",
       "A0A075B6K4  0.56015443   0.14221203 -0.65796596 -0.007610794  0.450674252 ⋯\n",
       "A0A075B6K5  0.07069323   0.45260116 -0.29489529  0.340674723 -0.098994358 ⋯\n",
       "A0A075B6S5         NaN  -0.31023370         NaN -0.506351246  0.527662294 ⋯\n",
       "A0A0A0MS15 -0.16274661   0.37290530  0.59536602  0.928908883 -0.229737943 ⋯\n",
       "A0A0B4J1U3 -0.51402202  -0.78628757 -1.89839149 -0.915328606          NaN ⋯\n",
       "A0A0B4J1V0         NaN   0.40718827         NaN  0.497517218  0.974502195 ⋯\n",
       "A0A0B4J1V6         NaN          NaN         NaN          NaN  0.351257498 ⋯\n",
       "A0A0C4DH31 -0.18985780  -0.80308105         NaN -1.752361771 -0.712393631 ⋯\n",
       "A0A0C4DH33 -0.48460659  -0.43521075 -1.53557816  0.469085064 -0.881322089 ⋯\n",
       "A0A0C4DH35  0.65716932  -0.03431629  0.19797918  0.763388879  0.153652830 ⋯\n",
       "A0A0C4DH38  1.00849310   0.16126588  0.10586037  1.257110139  0.461451858 ⋯\n",
       "A0A0C4DH67  0.08891520  -0.82877269 -0.53879156 -0.139889107  1.192575621 ⋯\n",
       "A0A0C4DH68  0.15304357  -0.48038636 -0.88169833 -0.042026622  1.116659572 ⋯\n",
       "A0A0J9YX35  0.68478090  -0.22946439 -0.18422893  1.124519363  1.190429318 ⋯\n",
       "A6NHL2     -0.72885543  -0.56311823 -0.13568580 -0.246481364 -0.009567851 ⋯\n",
       "B9A064      1.85364144   1.78427042  1.63070709  1.796659846  1.769940451 ⋯\n",
       "O00151      0.05534137  -0.31214375  0.19836810 -0.217650405 -0.703508974 ⋯\n",
       "O00161      0.12707064  -0.11530853  0.30331910 -0.212240477  0.249362160 ⋯\n",
       "O00187      0.18214613   0.21806310 -0.54564894  0.234332356  0.378374053 ⋯\n",
       "O00194      0.13606723   0.16622745  0.55101419  0.279281416  0.307585426 ⋯\n",
       "O00299      0.35161050  -0.43937298  0.09236066 -0.239975855  0.105848862 ⋯\n",
       "O00391     -0.94712546  -0.83441632 -1.39024887 -0.900045796 -1.049495642 ⋯\n",
       "O00429     -1.10528891  -1.62683593 -1.08046616 -1.491012263 -1.443397898 ⋯\n",
       "O00560             NaN          NaN         NaN          NaN          NaN ⋯\n",
       "O14672     -0.63370594  -0.29876343 -0.19197559 -0.339894973 -0.036942388 ⋯\n",
       "O14791      0.70370776   0.78637689 -0.01955149  0.782266256  0.563188118 ⋯\n",
       "O14818     -1.34557494  -0.65177245 -0.06130009 -0.655883529 -0.762077043 ⋯\n",
       "O15143      0.14390242  -0.06467998  0.31182717 -0.047621377 -0.132101730 ⋯\n",
       "O15144     -0.07927066  -0.38326424  0.13074358 -0.265026399 -0.333425473 ⋯\n",
       "⋮          ⋮            ⋮           ⋮           ⋮            ⋮            ⋱\n",
       "Q9Y371     -0.616572067 -1.40789973 -0.66373277 -2.22945282  -1.02437079  ⋯\n",
       "Q9Y394     -0.117053438 -0.08983881  0.34086259  0.26047570   0.04533414  ⋯\n",
       "Q9Y3A3      0.397937574 -1.43449437  0.58720374 -0.93371978  -0.70680882  ⋯\n",
       "Q9Y3A6              NaN -0.67053062 -0.61198963 -0.77560650  -0.37510688  ⋯\n",
       "Q9Y3B3     -0.002278786 -0.12105414  0.69245312  0.47409059   0.49058723  ⋯\n",
       "Q9Y3E0     -0.856310904 -0.90821050 -0.34408903 -0.32812606  -1.05019947  ⋯\n",
       "Q9Y3F4      0.278648033 -0.66665764  0.14450410 -0.38839342  -0.23786577  ⋯\n",
       "Q9Y3I0     -0.408418969 -2.02981500 -0.47532402 -1.80488345  -0.97521952  ⋯\n",
       "Q9Y3P9     -2.252004918 -1.45812137 -0.65954025 -1.42546671  -0.90384823  ⋯\n",
       "Q9Y3Q8     -0.865534721         NaN -0.41720506         NaN          NaN  ⋯\n",
       "Q9Y4D1      0.229091974  0.01471735 -0.09988682 -0.09610691   0.09765541  ⋯\n",
       "Q9Y4H4     -0.909761441         NaN -0.15526642         NaN  -0.77545366  ⋯\n",
       "Q9Y4I1      0.325091965         NaN -0.80876901 -1.63793150  -0.82282925  ⋯\n",
       "Q9Y4L1      0.440423144  0.20836057  0.67221809  0.27024550   0.15872779  ⋯\n",
       "Q9Y512     -2.381322266 -2.10769003 -0.21524447 -0.51155364  -0.54539198  ⋯\n",
       "Q9Y5K6     -0.095902431 -1.44765737 -0.22561097 -0.44548247  -0.35121772  ⋯\n",
       "Q9Y5M8              NaN -1.32894391 -0.89913704         NaN  -0.59050913  ⋯\n",
       "Q9Y5S1     -0.716241380 -0.05560331         NaN -0.39344052   0.11500720  ⋯\n",
       "Q9Y5S2     -0.765562337 -0.71000637 -0.19615480 -0.31690078  -0.09320601  ⋯\n",
       "Q9Y5U9     -0.266212025 -0.34297520  0.13815499 -0.01707168  -0.06526738  ⋯\n",
       "Q9Y5X1     -1.043948475 -1.09824555 -0.70997143 -1.04532289  -1.20635655  ⋯\n",
       "Q9Y5X3      0.171371019 -0.59870917 -0.40750869 -0.07563812  -0.59508778  ⋯\n",
       "Q9Y5Y2              NaN         NaN -1.43768792         NaN          NaN  ⋯\n",
       "Q9Y613      0.583895492  0.28077638  0.75878178  0.48723180   0.47406924  ⋯\n",
       "Q9Y678      0.297118262 -0.38411953  0.49191564 -0.13808701  -0.12165639  ⋯\n",
       "Q9Y6B6              NaN         NaN -1.65457715         NaN          NaN  ⋯\n",
       "Q9Y6M1              NaN         NaN -1.49034588         NaN          NaN  ⋯\n",
       "Q9Y6M9     -0.685642777  0.40894139 -0.15838315  0.22377208   0.01953476  ⋯\n",
       "Q9Y6W5     -1.971553529 -0.69362026 -0.38396114 -0.60291430   0.12812202  ⋯\n",
       "Q9Y6Y8     -2.918815230         NaN -1.49231463 -1.52719329  -1.20060916  ⋯\n",
       "           MS194879LUM_goncalo_lyden_127_Plasma_a\n",
       "A0A075B6H7  0.66921895                           \n",
       "A0A075B6K4  0.78936345                           \n",
       "A0A075B6K5  0.32005760                           \n",
       "A0A075B6S5 -0.24410722                           \n",
       "A0A0A0MS15  0.74465245                           \n",
       "A0A0B4J1U3         NaN                           \n",
       "A0A0B4J1V0  0.65291242                           \n",
       "A0A0B4J1V6  0.64989809                           \n",
       "A0A0C4DH31         NaN                           \n",
       "A0A0C4DH33         NaN                           \n",
       "A0A0C4DH35  0.16161138                           \n",
       "A0A0C4DH38  0.65454350                           \n",
       "A0A0C4DH67  0.04405595                           \n",
       "A0A0C4DH68  0.69873565                           \n",
       "A0A0J9YX35  0.64570641                           \n",
       "A6NHL2             NaN                           \n",
       "B9A064      1.67690340                           \n",
       "O00151             NaN                           \n",
       "O00161             NaN                           \n",
       "O00187      0.87198051                           \n",
       "O00194             NaN                           \n",
       "O00299             NaN                           \n",
       "O00391             NaN                           \n",
       "O00429             NaN                           \n",
       "O00560     -1.02169369                           \n",
       "O14672             NaN                           \n",
       "O14791      0.65903450                           \n",
       "O14818     -0.63927036                           \n",
       "O15143             NaN                           \n",
       "O15144             NaN                           \n",
       "⋮          ⋮                                     \n",
       "Q9Y371     NA                                    \n",
       "Q9Y394     NA                                    \n",
       "Q9Y3A3     NA                                    \n",
       "Q9Y3A6     NA                                    \n",
       "Q9Y3B3     NA                                    \n",
       "Q9Y3E0     NA                                    \n",
       "Q9Y3F4     NA                                    \n",
       "Q9Y3I0     NA                                    \n",
       "Q9Y3P9     NA                                    \n",
       "Q9Y3Q8     NA                                    \n",
       "Q9Y4D1     NA                                    \n",
       "Q9Y4H4     NA                                    \n",
       "Q9Y4I1     NA                                    \n",
       "Q9Y4L1     NA                                    \n",
       "Q9Y512     NA                                    \n",
       "Q9Y5K6     NA                                    \n",
       "Q9Y5M8     NA                                    \n",
       "Q9Y5S1     NA                                    \n",
       "Q9Y5S2     NA                                    \n",
       "Q9Y5U9     NA                                    \n",
       "Q9Y5X1     NA                                    \n",
       "Q9Y5X3     NA                                    \n",
       "Q9Y5Y2     NA                                    \n",
       "Q9Y613     NA                                    \n",
       "Q9Y678     NA                                    \n",
       "Q9Y6B6     NA                                    \n",
       "Q9Y6M1     NA                                    \n",
       "Q9Y6M9     NA                                    \n",
       "Q9Y6W5     NA                                    \n",
       "Q9Y6Y8     NA                                    \n",
       "           MS194879LUM_goncalo_lyden_128_Plasma_a\n",
       "A0A075B6H7  0.74430161                           \n",
       "A0A075B6K4  0.70356015                           \n",
       "A0A075B6K5  0.23968322                           \n",
       "A0A075B6S5  0.04012888                           \n",
       "A0A0A0MS15  1.18819525                           \n",
       "A0A0B4J1U3         NaN                           \n",
       "A0A0B4J1V0  1.08376402                           \n",
       "A0A0B4J1V6  1.06787174                           \n",
       "A0A0C4DH31  0.31319790                           \n",
       "A0A0C4DH33         NaN                           \n",
       "A0A0C4DH35  0.19142999                           \n",
       "A0A0C4DH38  0.72736314                           \n",
       "A0A0C4DH67  0.16938161                           \n",
       "A0A0C4DH68  0.66114081                           \n",
       "A0A0J9YX35  1.02322848                           \n",
       "A6NHL2             NaN                           \n",
       "B9A064      1.94131846                           \n",
       "O00151             NaN                           \n",
       "O00161             NaN                           \n",
       "O00187             NaN                           \n",
       "O00194             NaN                           \n",
       "O00299     -0.42363481                           \n",
       "O00391             NaN                           \n",
       "O00429             NaN                           \n",
       "O00560     -0.57893503                           \n",
       "O14672             NaN                           \n",
       "O14791      0.84311238                           \n",
       "O14818     -0.40883976                           \n",
       "O15143             NaN                           \n",
       "O15144             NaN                           \n",
       "⋮          ⋮                                     \n",
       "Q9Y371     NA                                    \n",
       "Q9Y394     NA                                    \n",
       "Q9Y3A3     NA                                    \n",
       "Q9Y3A6     NA                                    \n",
       "Q9Y3B3     NA                                    \n",
       "Q9Y3E0     NA                                    \n",
       "Q9Y3F4     NA                                    \n",
       "Q9Y3I0     NA                                    \n",
       "Q9Y3P9     NA                                    \n",
       "Q9Y3Q8     NA                                    \n",
       "Q9Y4D1     NA                                    \n",
       "Q9Y4H4     NA                                    \n",
       "Q9Y4I1     NA                                    \n",
       "Q9Y4L1     NA                                    \n",
       "Q9Y512     NA                                    \n",
       "Q9Y5K6     NA                                    \n",
       "Q9Y5M8     NA                                    \n",
       "Q9Y5S1     NA                                    \n",
       "Q9Y5S2     NA                                    \n",
       "Q9Y5U9     NA                                    \n",
       "Q9Y5X1     NA                                    \n",
       "Q9Y5X3     NA                                    \n",
       "Q9Y5Y2     NA                                    \n",
       "Q9Y613     NA                                    \n",
       "Q9Y678     NA                                    \n",
       "Q9Y6B6     NA                                    \n",
       "Q9Y6M1     NA                                    \n",
       "Q9Y6M9     NA                                    \n",
       "Q9Y6W5     NA                                    \n",
       "Q9Y6Y8     NA                                    \n",
       "           MS194879LUM_goncalo_lyden_130_Plasma_a\n",
       "A0A075B6H7  0.7713249238                         \n",
       "A0A075B6K4  0.6334442362                         \n",
       "A0A075B6K5  0.3681125829                         \n",
       "A0A075B6S5 -0.1233828457                         \n",
       "A0A0A0MS15  0.9137313322                         \n",
       "A0A0B4J1U3           NaN                         \n",
       "A0A0B4J1V0  0.7876619488                         \n",
       "A0A0B4J1V6  0.7806200161                         \n",
       "A0A0C4DH31           NaN                         \n",
       "A0A0C4DH33           NaN                         \n",
       "A0A0C4DH35  0.1401826771                         \n",
       "A0A0C4DH38  0.2458280543                         \n",
       "A0A0C4DH67 -0.0007523882                         \n",
       "A0A0C4DH68  0.3265429062                         \n",
       "A0A0J9YX35  0.7575242414                         \n",
       "A6NHL2               NaN                         \n",
       "B9A064      1.6187117664                         \n",
       "O00151     -1.0260574596                         \n",
       "O00161               NaN                         \n",
       "O00187     -0.1814323380                         \n",
       "O00194               NaN                         \n",
       "O00299     -0.0517886860                         \n",
       "O00391               NaN                         \n",
       "O00429               NaN                         \n",
       "O00560     -0.7446300399                         \n",
       "O14672               NaN                         \n",
       "O14791      0.4547859496                         \n",
       "O14818               NaN                         \n",
       "O15143               NaN                         \n",
       "O15144               NaN                         \n",
       "⋮          ⋮                                     \n",
       "Q9Y371     NA                                    \n",
       "Q9Y394     NA                                    \n",
       "Q9Y3A3     NA                                    \n",
       "Q9Y3A6     NA                                    \n",
       "Q9Y3B3     NA                                    \n",
       "Q9Y3E0     NA                                    \n",
       "Q9Y3F4     NA                                    \n",
       "Q9Y3I0     NA                                    \n",
       "Q9Y3P9     NA                                    \n",
       "Q9Y3Q8     NA                                    \n",
       "Q9Y4D1     NA                                    \n",
       "Q9Y4H4     NA                                    \n",
       "Q9Y4I1     NA                                    \n",
       "Q9Y4L1     NA                                    \n",
       "Q9Y512     NA                                    \n",
       "Q9Y5K6     NA                                    \n",
       "Q9Y5M8     NA                                    \n",
       "Q9Y5S1     NA                                    \n",
       "Q9Y5S2     NA                                    \n",
       "Q9Y5U9     NA                                    \n",
       "Q9Y5X1     NA                                    \n",
       "Q9Y5X3     NA                                    \n",
       "Q9Y5Y2     NA                                    \n",
       "Q9Y613     NA                                    \n",
       "Q9Y678     NA                                    \n",
       "Q9Y6B6     NA                                    \n",
       "Q9Y6M1     NA                                    \n",
       "Q9Y6M9     NA                                    \n",
       "Q9Y6W5     NA                                    \n",
       "Q9Y6Y8     NA                                    \n",
       "           MS194879LUM_goncalo_lyden_131_Plasma_a\n",
       "A0A075B6H7 -1.314656997                          \n",
       "A0A075B6K4  0.344533926                          \n",
       "A0A075B6K5  0.338540073                          \n",
       "A0A075B6S5  0.136631959                          \n",
       "A0A0A0MS15  1.086177099                          \n",
       "A0A0B4J1U3          NaN                          \n",
       "A0A0B4J1V0  0.948757492                          \n",
       "A0A0B4J1V6  0.936900492                          \n",
       "A0A0C4DH31  0.128154745                          \n",
       "A0A0C4DH33          NaN                          \n",
       "A0A0C4DH35  0.009153029                          \n",
       "A0A0C4DH38  0.365153890                          \n",
       "A0A0C4DH67  0.269793096                          \n",
       "A0A0C4DH68 -0.122121504                          \n",
       "A0A0J9YX35  0.944856762                          \n",
       "A6NHL2              NaN                          \n",
       "B9A064      1.716897705                          \n",
       "O00151              NaN                          \n",
       "O00161              NaN                          \n",
       "O00187              NaN                          \n",
       "O00194              NaN                          \n",
       "O00299              NaN                          \n",
       "O00391              NaN                          \n",
       "O00429              NaN                          \n",
       "O00560     -0.900398968                          \n",
       "O14672              NaN                          \n",
       "O14791      0.453573566                          \n",
       "O14818              NaN                          \n",
       "O15143              NaN                          \n",
       "O15144              NaN                          \n",
       "⋮          ⋮                                     \n",
       "Q9Y371     NA                                    \n",
       "Q9Y394     NA                                    \n",
       "Q9Y3A3     NA                                    \n",
       "Q9Y3A6     NA                                    \n",
       "Q9Y3B3     NA                                    \n",
       "Q9Y3E0     NA                                    \n",
       "Q9Y3F4     NA                                    \n",
       "Q9Y3I0     NA                                    \n",
       "Q9Y3P9     NA                                    \n",
       "Q9Y3Q8     NA                                    \n",
       "Q9Y4D1     NA                                    \n",
       "Q9Y4H4     NA                                    \n",
       "Q9Y4I1     NA                                    \n",
       "Q9Y4L1     NA                                    \n",
       "Q9Y512     NA                                    \n",
       "Q9Y5K6     NA                                    \n",
       "Q9Y5M8     NA                                    \n",
       "Q9Y5S1     NA                                    \n",
       "Q9Y5S2     NA                                    \n",
       "Q9Y5U9     NA                                    \n",
       "Q9Y5X1     NA                                    \n",
       "Q9Y5X3     NA                                    \n",
       "Q9Y5Y2     NA                                    \n",
       "Q9Y613     NA                                    \n",
       "Q9Y678     NA                                    \n",
       "Q9Y6B6     NA                                    \n",
       "Q9Y6M1     NA                                    \n",
       "Q9Y6M9     NA                                    \n",
       "Q9Y6W5     NA                                    \n",
       "Q9Y6Y8     NA                                    \n",
       "           MS194879LUM_goncalo_lyden_135_Plasma_a\n",
       "A0A075B6H7          NaN                          \n",
       "A0A075B6K4  0.145739972                          \n",
       "A0A075B6K5 -0.178119785                          \n",
       "A0A075B6S5 -0.123635736                          \n",
       "A0A0A0MS15  0.383396746                          \n",
       "A0A0B4J1U3          NaN                          \n",
       "A0A0B4J1V0  0.274593160                          \n",
       "A0A0B4J1V6  0.292684198                          \n",
       "A0A0C4DH31 -0.230122500                          \n",
       "A0A0C4DH33          NaN                          \n",
       "A0A0C4DH35  0.040291371                          \n",
       "A0A0C4DH38  0.359857598                          \n",
       "A0A0C4DH67 -0.001015521                          \n",
       "A0A0C4DH68  0.123662708                          \n",
       "A0A0J9YX35 -0.666548596                          \n",
       "A6NHL2              NaN                          \n",
       "B9A064      1.512665112                          \n",
       "O00151              NaN                          \n",
       "O00161              NaN                          \n",
       "O00187      0.137845823                          \n",
       "O00194              NaN                          \n",
       "O00299     -0.502261284                          \n",
       "O00391              NaN                          \n",
       "O00429              NaN                          \n",
       "O00560     -0.828520783                          \n",
       "O14672              NaN                          \n",
       "O14791      0.679731863                          \n",
       "O14818              NaN                          \n",
       "O15143              NaN                          \n",
       "O15144              NaN                          \n",
       "⋮          ⋮                                     \n",
       "Q9Y371     NA                                    \n",
       "Q9Y394     NA                                    \n",
       "Q9Y3A3     NA                                    \n",
       "Q9Y3A6     NA                                    \n",
       "Q9Y3B3     NA                                    \n",
       "Q9Y3E0     NA                                    \n",
       "Q9Y3F4     NA                                    \n",
       "Q9Y3I0     NA                                    \n",
       "Q9Y3P9     NA                                    \n",
       "Q9Y3Q8     NA                                    \n",
       "Q9Y4D1     NA                                    \n",
       "Q9Y4H4     NA                                    \n",
       "Q9Y4I1     NA                                    \n",
       "Q9Y4L1     NA                                    \n",
       "Q9Y512     NA                                    \n",
       "Q9Y5K6     NA                                    \n",
       "Q9Y5M8     NA                                    \n",
       "Q9Y5S1     NA                                    \n",
       "Q9Y5S2     NA                                    \n",
       "Q9Y5U9     NA                                    \n",
       "Q9Y5X1     NA                                    \n",
       "Q9Y5X3     NA                                    \n",
       "Q9Y5Y2     NA                                    \n",
       "Q9Y613     NA                                    \n",
       "Q9Y678     NA                                    \n",
       "Q9Y6B6     NA                                    \n",
       "Q9Y6M1     NA                                    \n",
       "Q9Y6M9     NA                                    \n",
       "Q9Y6W5     NA                                    \n",
       "Q9Y6Y8     NA                                    \n",
       "           MS194879LUM_goncalo_lyden_137_Plasma_a\n",
       "A0A075B6H7        NaN                            \n",
       "A0A075B6K4  0.4484975                            \n",
       "A0A075B6K5  0.4411309                            \n",
       "A0A075B6S5 -0.5772297                            \n",
       "A0A0A0MS15  0.6857646                            \n",
       "A0A0B4J1U3        NaN                            \n",
       "A0A0B4J1V0  0.5545969                            \n",
       "A0A0B4J1V6  0.5545212                            \n",
       "A0A0C4DH31 -0.2336968                            \n",
       "A0A0C4DH33        NaN                            \n",
       "A0A0C4DH35 -0.2647809                            \n",
       "A0A0C4DH38  0.2457340                            \n",
       "A0A0C4DH67 -0.4729802                            \n",
       "A0A0C4DH68 -0.3774637                            \n",
       "A0A0J9YX35  0.6006923                            \n",
       "A6NHL2            NaN                            \n",
       "B9A064      1.2906746                            \n",
       "O00151            NaN                            \n",
       "O00161            NaN                            \n",
       "O00187      0.1139436                            \n",
       "O00194            NaN                            \n",
       "O00299            NaN                            \n",
       "O00391            NaN                            \n",
       "O00429            NaN                            \n",
       "O00560     -0.4862441                            \n",
       "O14672            NaN                            \n",
       "O14791      0.1784807                            \n",
       "O14818            NaN                            \n",
       "O15143            NaN                            \n",
       "O15144            NaN                            \n",
       "⋮          ⋮                                     \n",
       "Q9Y371     NA                                    \n",
       "Q9Y394     NA                                    \n",
       "Q9Y3A3     NA                                    \n",
       "Q9Y3A6     NA                                    \n",
       "Q9Y3B3     NA                                    \n",
       "Q9Y3E0     NA                                    \n",
       "Q9Y3F4     NA                                    \n",
       "Q9Y3I0     NA                                    \n",
       "Q9Y3P9     NA                                    \n",
       "Q9Y3Q8     NA                                    \n",
       "Q9Y4D1     NA                                    \n",
       "Q9Y4H4     NA                                    \n",
       "Q9Y4I1     NA                                    \n",
       "Q9Y4L1     NA                                    \n",
       "Q9Y512     NA                                    \n",
       "Q9Y5K6     NA                                    \n",
       "Q9Y5M8     NA                                    \n",
       "Q9Y5S1     NA                                    \n",
       "Q9Y5S2     NA                                    \n",
       "Q9Y5U9     NA                                    \n",
       "Q9Y5X1     NA                                    \n",
       "Q9Y5X3     NA                                    \n",
       "Q9Y5Y2     NA                                    \n",
       "Q9Y613     NA                                    \n",
       "Q9Y678     NA                                    \n",
       "Q9Y6B6     NA                                    \n",
       "Q9Y6M1     NA                                    \n",
       "Q9Y6M9     NA                                    \n",
       "Q9Y6W5     NA                                    \n",
       "Q9Y6Y8     NA                                    \n",
       "           MS194879LUM_goncalo_lyden_141_Plasma_a\n",
       "A0A075B6H7  0.704960971                          \n",
       "A0A075B6K4  0.477062749                          \n",
       "A0A075B6K5  0.756089852                          \n",
       "A0A075B6S5  0.100775765                          \n",
       "A0A0A0MS15  1.267647603                          \n",
       "A0A0B4J1U3 -1.191426560                          \n",
       "A0A0B4J1V0  1.126627574                          \n",
       "A0A0B4J1V6  1.099196569                          \n",
       "A0A0C4DH31 -0.007521818                          \n",
       "A0A0C4DH33          NaN                          \n",
       "A0A0C4DH35  0.452436810                          \n",
       "A0A0C4DH38  0.613302424                          \n",
       "A0A0C4DH67  0.232484715                          \n",
       "A0A0C4DH68  0.297411720                          \n",
       "A0A0J9YX35  1.116537715                          \n",
       "A6NHL2      0.138380329                          \n",
       "B9A064      2.124392961                          \n",
       "O00151      0.465427375                          \n",
       "O00161     -0.216305147                          \n",
       "O00187              NaN                          \n",
       "O00194      0.076851796                          \n",
       "O00299      0.235894045                          \n",
       "O00391              NaN                          \n",
       "O00429              NaN                          \n",
       "O00560     -0.867915691                          \n",
       "O14672     -0.623075208                          \n",
       "O14791      0.970957331                          \n",
       "O14818              NaN                          \n",
       "O15143     -0.090745245                          \n",
       "O15144      0.108238427                          \n",
       "⋮          ⋮                                     \n",
       "Q9Y371     NA                                    \n",
       "Q9Y394     NA                                    \n",
       "Q9Y3A3     NA                                    \n",
       "Q9Y3A6     NA                                    \n",
       "Q9Y3B3     NA                                    \n",
       "Q9Y3E0     NA                                    \n",
       "Q9Y3F4     NA                                    \n",
       "Q9Y3I0     NA                                    \n",
       "Q9Y3P9     NA                                    \n",
       "Q9Y3Q8     NA                                    \n",
       "Q9Y4D1     NA                                    \n",
       "Q9Y4H4     NA                                    \n",
       "Q9Y4I1     NA                                    \n",
       "Q9Y4L1     NA                                    \n",
       "Q9Y512     NA                                    \n",
       "Q9Y5K6     NA                                    \n",
       "Q9Y5M8     NA                                    \n",
       "Q9Y5S1     NA                                    \n",
       "Q9Y5S2     NA                                    \n",
       "Q9Y5U9     NA                                    \n",
       "Q9Y5X1     NA                                    \n",
       "Q9Y5X3     NA                                    \n",
       "Q9Y5Y2     NA                                    \n",
       "Q9Y613     NA                                    \n",
       "Q9Y678     NA                                    \n",
       "Q9Y6B6     NA                                    \n",
       "Q9Y6M1     NA                                    \n",
       "Q9Y6M9     NA                                    \n",
       "Q9Y6W5     NA                                    \n",
       "Q9Y6Y8     NA                                    \n",
       "           MS194879LUM_goncalo_lyden_142_Plasma_a\n",
       "A0A075B6H7  0.94882715                           \n",
       "A0A075B6K4  0.93408117                           \n",
       "A0A075B6K5 -0.03029369                           \n",
       "A0A075B6S5  0.06116606                           \n",
       "A0A0A0MS15  1.35505776                           \n",
       "A0A0B4J1U3         NaN                           \n",
       "A0A0B4J1V0  1.23958170                           \n",
       "A0A0B4J1V6  1.21903211                           \n",
       "A0A0C4DH31  0.69402989                           \n",
       "A0A0C4DH33         NaN                           \n",
       "A0A0C4DH35  0.28525432                           \n",
       "A0A0C4DH38  1.05568110                           \n",
       "A0A0C4DH67  0.12137288                           \n",
       "A0A0C4DH68  0.62200839                           \n",
       "A0A0J9YX35  1.18052773                           \n",
       "A6NHL2             NaN                           \n",
       "B9A064      1.96489582                           \n",
       "O00151             NaN                           \n",
       "O00161             NaN                           \n",
       "O00187             NaN                           \n",
       "O00194             NaN                           \n",
       "O00299             NaN                           \n",
       "O00391             NaN                           \n",
       "O00429             NaN                           \n",
       "O00560     -0.92122087                           \n",
       "O14672     -0.37776438                           \n",
       "O14791      1.24531415                           \n",
       "O14818     -0.83990665                           \n",
       "O15143     -1.20936688                           \n",
       "O15144             NaN                           \n",
       "⋮          ⋮                                     \n",
       "Q9Y371     NA                                    \n",
       "Q9Y394     NA                                    \n",
       "Q9Y3A3     NA                                    \n",
       "Q9Y3A6     NA                                    \n",
       "Q9Y3B3     NA                                    \n",
       "Q9Y3E0     NA                                    \n",
       "Q9Y3F4     NA                                    \n",
       "Q9Y3I0     NA                                    \n",
       "Q9Y3P9     NA                                    \n",
       "Q9Y3Q8     NA                                    \n",
       "Q9Y4D1     NA                                    \n",
       "Q9Y4H4     NA                                    \n",
       "Q9Y4I1     NA                                    \n",
       "Q9Y4L1     NA                                    \n",
       "Q9Y512     NA                                    \n",
       "Q9Y5K6     NA                                    \n",
       "Q9Y5M8     NA                                    \n",
       "Q9Y5S1     NA                                    \n",
       "Q9Y5S2     NA                                    \n",
       "Q9Y5U9     NA                                    \n",
       "Q9Y5X1     NA                                    \n",
       "Q9Y5X3     NA                                    \n",
       "Q9Y5Y2     NA                                    \n",
       "Q9Y613     NA                                    \n",
       "Q9Y678     NA                                    \n",
       "Q9Y6B6     NA                                    \n",
       "Q9Y6M1     NA                                    \n",
       "Q9Y6M9     NA                                    \n",
       "Q9Y6W5     NA                                    \n",
       "Q9Y6Y8     NA                                    \n",
       "           NS172995QEp_Ayuko_Lyden_CTRL63_plasma\n",
       "A0A075B6H7  0.24308116                          \n",
       "A0A075B6K4  0.80109638                          \n",
       "A0A075B6K5         NaN                          \n",
       "A0A075B6S5 -0.70748551                          \n",
       "A0A0A0MS15  0.07654108                          \n",
       "A0A0B4J1U3         NaN                          \n",
       "A0A0B4J1V0  0.76260493                          \n",
       "A0A0B4J1V6  0.69131706                          \n",
       "A0A0C4DH31 -0.29173047                          \n",
       "A0A0C4DH33         NaN                          \n",
       "A0A0C4DH35         NaN                          \n",
       "A0A0C4DH38  0.78623179                          \n",
       "A0A0C4DH67         NaN                          \n",
       "A0A0C4DH68  0.39720963                          \n",
       "A0A0J9YX35 -1.17963352                          \n",
       "A6NHL2             NaN                          \n",
       "B9A064      1.72146647                          \n",
       "O00151             NaN                          \n",
       "O00161             NaN                          \n",
       "O00187     -0.03531354                          \n",
       "O00194             NaN                          \n",
       "O00299             NaN                          \n",
       "O00391             NaN                          \n",
       "O00429             NaN                          \n",
       "O00560     -1.51785083                          \n",
       "O14672             NaN                          \n",
       "O14791      0.08650124                          \n",
       "O14818     -1.08726804                          \n",
       "O15143             NaN                          \n",
       "O15144             NaN                          \n",
       "⋮          ⋮                                    \n",
       "Q9Y371     NA                                   \n",
       "Q9Y394     NA                                   \n",
       "Q9Y3A3     NA                                   \n",
       "Q9Y3A6     NA                                   \n",
       "Q9Y3B3     NA                                   \n",
       "Q9Y3E0     NA                                   \n",
       "Q9Y3F4     NA                                   \n",
       "Q9Y3I0     NA                                   \n",
       "Q9Y3P9     NA                                   \n",
       "Q9Y3Q8     NA                                   \n",
       "Q9Y4D1     NA                                   \n",
       "Q9Y4H4     NA                                   \n",
       "Q9Y4I1     NA                                   \n",
       "Q9Y4L1     NA                                   \n",
       "Q9Y512     NA                                   \n",
       "Q9Y5K6     NA                                   \n",
       "Q9Y5M8     NA                                   \n",
       "Q9Y5S1     NA                                   \n",
       "Q9Y5S2     NA                                   \n",
       "Q9Y5U9     NA                                   \n",
       "Q9Y5X1     NA                                   \n",
       "Q9Y5X3     NA                                   \n",
       "Q9Y5Y2     NA                                   \n",
       "Q9Y613     NA                                   \n",
       "Q9Y678     NA                                   \n",
       "Q9Y6B6     NA                                   \n",
       "Q9Y6M1     NA                                   \n",
       "Q9Y6M9     NA                                   \n",
       "Q9Y6W5     NA                                   \n",
       "Q9Y6Y8     NA                                   \n",
       "           NS172995QEp_Ayuko_Lyden_CTRL64_plasma\n",
       "A0A075B6H7  0.601090339                         \n",
       "A0A075B6K4  0.038539410                         \n",
       "A0A075B6K5 -0.901555902                         \n",
       "A0A075B6S5 -0.725270922                         \n",
       "A0A0A0MS15 -0.759493963                         \n",
       "A0A0B4J1U3          NaN                         \n",
       "A0A0B4J1V0 -0.191098817                         \n",
       "A0A0B4J1V6 -0.994906019                         \n",
       "A0A0C4DH31  0.003667616                         \n",
       "A0A0C4DH33          NaN                         \n",
       "A0A0C4DH35  0.571416339                         \n",
       "A0A0C4DH38  0.506961213                         \n",
       "A0A0C4DH67 -0.674416991                         \n",
       "A0A0C4DH68  0.027257001                         \n",
       "A0A0J9YX35          NaN                         \n",
       "A6NHL2              NaN                         \n",
       "B9A064      1.722338652                         \n",
       "O00151              NaN                         \n",
       "O00161              NaN                         \n",
       "O00187      0.385961894                         \n",
       "O00194              NaN                         \n",
       "O00299              NaN                         \n",
       "O00391              NaN                         \n",
       "O00429              NaN                         \n",
       "O00560     -1.030248333                         \n",
       "O14672              NaN                         \n",
       "O14791      0.445313451                         \n",
       "O14818              NaN                         \n",
       "O15143              NaN                         \n",
       "O15144              NaN                         \n",
       "⋮          ⋮                                    \n",
       "Q9Y371     NA                                   \n",
       "Q9Y394     NA                                   \n",
       "Q9Y3A3     NA                                   \n",
       "Q9Y3A6     NA                                   \n",
       "Q9Y3B3     NA                                   \n",
       "Q9Y3E0     NA                                   \n",
       "Q9Y3F4     NA                                   \n",
       "Q9Y3I0     NA                                   \n",
       "Q9Y3P9     NA                                   \n",
       "Q9Y3Q8     NA                                   \n",
       "Q9Y4D1     NA                                   \n",
       "Q9Y4H4     NA                                   \n",
       "Q9Y4I1     NA                                   \n",
       "Q9Y4L1     NA                                   \n",
       "Q9Y512     NA                                   \n",
       "Q9Y5K6     NA                                   \n",
       "Q9Y5M8     NA                                   \n",
       "Q9Y5S1     NA                                   \n",
       "Q9Y5S2     NA                                   \n",
       "Q9Y5U9     NA                                   \n",
       "Q9Y5X1     NA                                   \n",
       "Q9Y5X3     NA                                   \n",
       "Q9Y5Y2     NA                                   \n",
       "Q9Y613     NA                                   \n",
       "Q9Y678     NA                                   \n",
       "Q9Y6B6     NA                                   \n",
       "Q9Y6M1     NA                                   \n",
       "Q9Y6M9     NA                                   \n",
       "Q9Y6W5     NA                                   \n",
       "Q9Y6Y8     NA                                   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Iog2AEAAM9jMpkKXlGAa+wAAIDniYmJWbp0aXh4uNaFuBeCHQAA8DwGgyEyMlLr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\nAJNgsAMAADAJBjsAAACT+H8e2NyXdNGkXgAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title “Corrected”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# harmonize the data\n",
    "\n",
    "harmonizR(\"dfHarmonizer.tsv\", \"dfMerged_description.csv\", algorithm = \"ComBat\", ComBat_mode = 1, plot = \"samplemeans\", output_file = \"result_file\")"
   ]
  },
  {
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